diff --git a/datafusion/core/tests/sqllogictests/test_files/join.slt b/datafusion/core/tests/sqllogictests/test_files/join.slt
new file mode 100644
index 0000000000000..4366d99a9e673
--- /dev/null
+++ b/datafusion/core/tests/sqllogictests/test_files/join.slt
@@ -0,0 +1,44 @@
+# Licensed to the Apache Software Foundation (ASF) under one
+# or more contributor license agreements.  See the NOTICE file
+# distributed with this work for additional information
+# regarding copyright ownership.  The ASF licenses this file
+# to you under the Apache License, Version 2.0 (the
+# "License"); you may not use this file except in compliance
+# with the License.  You may obtain a copy of the License at
+
+#   http://www.apache.org/licenses/LICENSE-2.0
+
+# Unless required by applicable law or agreed to in writing,
+# software distributed under the License is distributed on an
+# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+# KIND, either express or implied.  See the License for the
+# specific language governing permissions and limitations
+# under the License.
+
+##########
+## JOIN Tests
+##########
+
+statement ok
+CREATE TABLE students(name TEXT, mark INT) AS VALUES
+('Stuart', 28),
+('Amina', 89),
+('Christen', 50),
+('Salma', 77),
+('Samantha', 21);
+
+statement ok
+CREATE TABLE grades(grade INT, min INT, max INT) AS VALUES
+(1, 0, 14),
+(2, 15, 35),
+(3, 36, 55),
+(4, 56, 79),
+(5, 80, 100);
+
+# Regression test: https://github.com/apache/arrow-datafusion/issues/4844
+query I
+SELECT s.*, g.grade FROM students s join grades g on s.mark between g.min and g.max WHERE grade > 2 ORDER BY s.mark DESC
+----
+Amina 89 5
+Salma 77 4
+Christen 50 3
diff --git a/datafusion/optimizer/src/eliminate_cross_join.rs b/datafusion/optimizer/src/eliminate_cross_join.rs
index 458eab95905a1..e0bb114307c3f 100644
--- a/datafusion/optimizer/src/eliminate_cross_join.rs
+++ b/datafusion/optimizer/src/eliminate_cross_join.rs
@@ -62,6 +62,12 @@ impl OptimizerRule for EliminateCrossJoin {
                 let mut all_inputs: Vec<LogicalPlan> = vec![];
                 match &input {
                     LogicalPlan::Join(join) if (join.join_type == JoinType::Inner) => {
+                        // The filter of inner join will lost, skip this rule.
+                        // issue: https://github.com/apache/arrow-datafusion/issues/4844
+                        if join.filter.is_some() {
+                            return Ok(None);
+                        }
+
                         flatten_join_inputs(
                             &input,
                             &mut possible_join_keys,