diff --git a/mypy/plugins/dataclasses.py b/mypy/plugins/dataclasses.py
index 5d96ad90c4e7..57cca885c5b1 100644
--- a/mypy/plugins/dataclasses.py
+++ b/mypy/plugins/dataclasses.py
@@ -13,10 +13,7 @@
     add_method, _get_decorator_bool_argument, deserialize_and_fixup_type,
 )
 from mypy.typeops import map_type_from_supertype
-from mypy.types import (
-    Type, Instance, NoneType, TypeVarDef, TypeVarType, CallableType,
-    get_proper_type
-)
+from mypy.types import Type, Instance, NoneType, TypeVarDef, TypeVarType, get_proper_type
 from mypy.server.trigger import make_wildcard_trigger
 
 # The set of decorators that generate dataclasses.
@@ -173,8 +170,6 @@ def transform(self) -> None:
 
         if decorator_arguments['frozen']:
             self._freeze(attributes)
-        else:
-            self._propertize_callables(attributes)
 
         self.reset_init_only_vars(info, attributes)
 
@@ -286,6 +281,14 @@ def collect_attributes(self) -> Optional[List[DataclassAttribute]]:
                 info=cls.info,
             ))
 
+            # Make attribute non initialized in class, as if they were defined in
+            # __init__ method and not in class definition. It allows callable fields
+            # to be accessed without being considered as methods.
+            # (As a side-effect, fields' default value which are kept as class variables
+            # after dataclass processing are no more considered as initialized in class,
+            # but it's ok because it doesn't impact their resolution.)
+            node.is_initialized_in_class = False
+
         # Next, collect attributes belonging to any class in the MRO
         # as long as those attributes weren't already collected.  This
         # makes it possible to overwrite attributes in subclasses.
@@ -358,24 +361,6 @@ def _freeze(self, attributes: List[DataclassAttribute]) -> None:
                 var._fullname = info.fullname + '.' + var.name
                 info.names[var.name] = SymbolTableNode(MDEF, var)
 
-    def _propertize_callables(self, attributes: List[DataclassAttribute]) -> None:
-        """Converts all attributes with callable types to @property methods.
-
-        This avoids the typechecker getting confused and thinking that
-        `my_dataclass_instance.callable_attr(foo)` is going to receive a
-        `self` argument (it is not).
-
-        """
-        info = self._ctx.cls.info
-        for attr in attributes:
-            if isinstance(get_proper_type(attr.type), CallableType):
-                var = attr.to_var()
-                var.info = info
-                var.is_property = True
-                var.is_settable_property = True
-                var._fullname = info.fullname + '.' + var.name
-                info.names[var.name] = SymbolTableNode(MDEF, var)
-
 
 def dataclass_class_maker_callback(ctx: ClassDefContext) -> None:
     """Hooks into the class typechecking process to add support for dataclasses.
diff --git a/test-data/unit/check-dataclasses.test b/test-data/unit/check-dataclasses.test
index f3a9d607f0b0..097222c91d8f 100644
--- a/test-data/unit/check-dataclasses.test
+++ b/test-data/unit/check-dataclasses.test
@@ -1109,71 +1109,37 @@ reveal_type(B)  # N: Revealed type is "def (foo: builtins.int) -> __main__.B"
 
 [builtins fixtures/property.pyi]
 
-[case testDataclassCallableProperty]
+[case testDataclassCallableFieldAccess]
 # flags: --python-version 3.7
 from dataclasses import dataclass
 from typing import Callable
 
 @dataclass
 class A:
-    foo: Callable[[int], int]
+    x: Callable[[int], int]
+    y: Callable[[int], int] = lambda i: i
 
-def my_foo(x: int) -> int:
-    return x
+a = A(lambda i:i)
+x: int = a.x(0)
+y: str = a.y(0) # E: Incompatible types in assignment (expression has type "int", variable has type "str")
+reveal_type(a.x)  # N: Revealed type is "def (builtins.int) -> builtins.int"
+reveal_type(a.y)  # N: Revealed type is "def (builtins.int) -> builtins.int"
+reveal_type(A.y)  # N: Revealed type is "def (builtins.int) -> builtins.int"
 
-a = A(foo=my_foo)
-a.foo(1)
-reveal_type(a.foo)  # N: Revealed type is "def (builtins.int) -> builtins.int"
-reveal_type(A.foo)  # N: Revealed type is "def (builtins.int) -> builtins.int"
-[typing fixtures/typing-medium.pyi]
-[case testDataclassCallableAssignment]
-# flags: --python-version 3.7
-from dataclasses import dataclass
-from typing import Callable
-
-@dataclass
-class A:
-    foo: Callable[[int], int]
-
-def my_foo(x: int) -> int:
-    return x
-
-a = A(foo=my_foo)
-
-def another_foo(x: int) -> int:
-    return x + 1
-
-a.foo = another_foo
-[case testDataclassCallablePropertyWrongType]
+[case testDataclassCallableFieldAssignment]
 # flags: --python-version 3.7
 from dataclasses import dataclass
 from typing import Callable
 
 @dataclass
 class A:
-    foo: Callable[[int], int]
+    x: Callable[[int], int]
 
-def my_foo(x: int) -> str:
-    return "foo"
+def x(i: int) -> int:
+    return i
+def x2(s: str) -> str:
+    return s
 
-a = A(foo=my_foo)  # E: Argument "foo" to "A" has incompatible type "Callable[[int], str]"; expected "Callable[[int], int]"
-[typing fixtures/typing-medium.pyi]
-[case testDataclassCallablePropertyWrongTypeAssignment]
-# flags: --python-version 3.7
-from dataclasses import dataclass
-from typing import Callable
-
-@dataclass
-class A:
-    foo: Callable[[int], int]
-
-def my_foo(x: int) -> int:
-    return x
-
-a = A(foo=my_foo)
-
-def another_foo(x: int) -> str:
-    return "foo"
-
-a.foo = another_foo  # E: Incompatible types in assignment (expression has type "Callable[[int], str]", variable has type "Callable[[int], int]")
-[typing fixtures/typing-medium.pyi]
+a = A(lambda i:i)
+a.x = x
+a.x = x2 # E: Incompatible types in assignment (expression has type "Callable[[str], str]", variable has type "Callable[[int], int]")
diff --git a/test-data/unit/deps.test b/test-data/unit/deps.test
index 8c074abc83a2..3d43b880f91f 100644
--- a/test-data/unit/deps.test
+++ b/test-data/unit/deps.test
@@ -1441,7 +1441,6 @@ class B(A):
 <m.A.y> -> <m.B.y>
 <m.A> -> m, m.A, m.B
 <m.A[wildcard]> -> m
-<m.B.y> -> m
 <m.B> -> m.B
 <m.Z> -> m
 <dataclasses.dataclass> -> m