diff --git a/docs/api-usage-advanced.rst b/docs/api-usage-advanced.rst
index d6514c7b3..d8ed4a1f1 100644
--- a/docs/api-usage-advanced.rst
+++ b/docs/api-usage-advanced.rst
@@ -147,7 +147,8 @@ python-gitlab can automatically retry in such case, when
 ``retry_transient_errors`` argument is set to ``True``.  When enabled,
 HTTP error codes 500 (Internal Server Error), 502 (502 Bad Gateway),
 503 (Service Unavailable), 504 (Gateway Timeout), and Cloudflare
-errors (520-530) are retried.
+errors (520-530) are retried. `requests.exceptions.Timeout` are also
+handled.
 
 Additionally, HTTP error code 409 (Conflict) is retried if the reason
 is a
diff --git a/gitlab/client.py b/gitlab/client.py
index ea3a0c209..8616ef3cc 100644
--- a/gitlab/client.py
+++ b/gitlab/client.py
@@ -60,7 +60,7 @@ class Gitlab:
         order_by: Set order_by globally
         user_agent: A custom user agent to use for making HTTP requests.
         retry_transient_errors: Whether to retry after 500, 502, 503, 504
-            or 52x responses. Defaults to False.
+            or 52x responses, or after a request timeout. Defaults to False.
         keep_base_url: keep user-provided base URL for pagination if it
             differs from response headers
 
@@ -665,7 +665,7 @@ def http_request(
             obey_rate_limit: Whether to obey 429 Too Many Request
                                     responses. Defaults to True.
             retry_transient_errors: Whether to retry after 500, 502, 503, 504
-                or 52x responses. Defaults to False.
+                or 52x responses, or after a request timeout. Defaults to False.
             max_retries: Max retries after 429 or transient errors,
                                set to -1 to retry forever. Defaults to 10.
             extra_headers: Add and override HTTP headers for the request.
@@ -737,7 +737,11 @@ def http_request(
                     stream=streamed,
                     **opts,
                 )
-            except (requests.ConnectionError, requests.exceptions.ChunkedEncodingError):
+            except (
+                requests.ConnectionError,
+                requests.exceptions.ChunkedEncodingError,
+                requests.exceptions.Timeout,
+            ):
                 if retry.handle_retry():
                     continue
                 raise
diff --git a/tests/unit/test_gitlab_http_methods.py b/tests/unit/test_gitlab_http_methods.py
index f85035fc2..00d96d0be 100644
--- a/tests/unit/test_gitlab_http_methods.py
+++ b/tests/unit/test_gitlab_http_methods.py
@@ -146,6 +146,7 @@ def test_http_request_extra_headers(gl):
     [
         requests.ConnectionError("Connection aborted."),
         requests.exceptions.ChunkedEncodingError("Connection broken."),
+        requests.exceptions.Timeout("Request timed out."),
     ],
 )
 def test_http_request_with_retry_on_method_for_transient_network_failures(