diff --git a/airflow/utils/log/file_task_handler.py b/airflow/utils/log/file_task_handler.py
index a8a1fffebf089..24bad09aa3e55 100644
--- a/airflow/utils/log/file_task_handler.py
+++ b/airflow/utils/log/file_task_handler.py
@@ -86,7 +86,7 @@ def _set_task_deferred_context_var():
 
 def _fetch_logs_from_service(url, log_relative_path):
     # Import occurs in function scope for perf. Ref: https://github.com/apache/airflow/pull/21438
-    import httpx
+    import requests
 
     from airflow.utils.jwt_signer import JWTSigner
 
@@ -96,7 +96,7 @@ def _fetch_logs_from_service(url, log_relative_path):
         expiration_time_in_seconds=conf.getint("webserver", "log_request_clock_grace", fallback=30),
         audience="task-instance-logs",
     )
-    response = httpx.get(
+    response = requests.get(
         url,
         timeout=timeout,
         headers={"Authorization": signer.generate_signed_token({"filename": log_relative_path})},
@@ -574,9 +574,9 @@ def _read_from_logs_server(self, ti, worker_log_rel_path) -> tuple[list[str], li
                 messages.append(f"Found logs served from host {url}")
                 logs.append(response.text)
         except Exception as e:
-            from httpx import UnsupportedProtocol
+            from requests.exceptions import InvalidSchema
 
-            if isinstance(e, UnsupportedProtocol) and ti.task.inherits_from_empty_operator is True:
+            if isinstance(e, InvalidSchema) and ti.task.inherits_from_empty_operator is True:
                 messages.append(self.inherits_from_empty_operator_log_message)
             else:
                 messages.append(f"Could not read served logs: {e}")
diff --git a/tests/utils/test_log_handlers.py b/tests/utils/test_log_handlers.py
index 101e62a06e0c4..5c88fce0a6c13 100644
--- a/tests/utils/test_log_handlers.py
+++ b/tests/utils/test_log_handlers.py
@@ -21,6 +21,7 @@
 import logging.config
 import os
 import re
+from http import HTTPStatus
 from importlib import reload
 from pathlib import Path
 from unittest import mock
@@ -29,6 +30,7 @@
 import pendulum
 import pytest
 from kubernetes.client import models as k8s
+from requests.adapters import Response
 
 from airflow.config_templates.airflow_local_settings import DEFAULT_LOGGING_CONFIG
 from airflow.exceptions import RemovedInAirflow3Warning
@@ -43,6 +45,7 @@
 from airflow.utils.log.file_task_handler import (
     FileTaskHandler,
     LogType,
+    _fetch_logs_from_service,
     _interleave_logs,
     _parse_timestamps_in_log_file,
 )
@@ -779,3 +782,46 @@ def test_permissions_for_new_directories(tmp_path):
         assert base_dir.stat().st_mode % 0o1000 == default_permissions
     finally:
         os.umask(old_umask)
+
+
+worker_url = "http://10.240.5.168:8793"
+log_location = "dag_id=sample/run_id=manual__2024-05-23T07:18:59.298882+00:00/task_id=sourcing/attempt=1.log"
+log_url = f"{worker_url}/log/{log_location}"
+
+
+@mock.patch("requests.adapters.HTTPAdapter.send")
+def test_fetch_logs_from_service_with_not_matched_no_proxy(mock_send, monkeypatch):
+    monkeypatch.setenv("http_proxy", "http://proxy.example.com")
+    monkeypatch.setenv("no_proxy", "localhost")
+
+    response = Response()
+    response.status_code = HTTPStatus.OK
+    mock_send.return_value = response
+
+    _fetch_logs_from_service(log_url, log_location)
+
+    mock_send.assert_called()
+    _, kwargs = mock_send.call_args
+    assert "proxies" in kwargs
+    proxies = kwargs["proxies"]
+    assert "http" in proxies.keys()
+    assert "no" in proxies.keys()
+
+
+@mock.patch("requests.adapters.HTTPAdapter.send")
+def test_fetch_logs_from_service_with_cidr_no_proxy(mock_send, monkeypatch):
+    monkeypatch.setenv("http_proxy", "http://proxy.example.com")
+    monkeypatch.setenv("no_proxy", "10.0.0.0/8")
+
+    response = Response()
+    response.status_code = HTTPStatus.OK
+    mock_send.return_value = response
+
+    _fetch_logs_from_service(log_url, log_location)
+
+    mock_send.assert_called()
+    _, kwargs = mock_send.call_args
+    assert "proxies" in kwargs
+    proxies = kwargs["proxies"]
+    assert "http" not in proxies.keys()
+    assert "no" not in proxies.keys()