diff --git a/tosfs/retry.py b/tosfs/retry.py
index 4bab0f1..1d9621d 100644
--- a/tosfs/retry.py
+++ b/tosfs/retry.py
@@ -15,9 +15,10 @@
 """The module contains retry utility functions for the tosfs stability."""
 import math
 import time
-from typing import Any, Optional, Tuple
+from typing import Any, Optional, Tuple, Union
 
 import requests
+import urllib3.exceptions
 from requests import RequestException
 from requests.exceptions import (
     ChunkedEncodingError,
@@ -66,6 +67,7 @@
     Timeout,
     ConnectTimeout,
     ReadTimeout,
+    urllib3.exceptions.ReadTimeoutError,
     StreamConsumedError,
     RetryError,
     InterruptedError,
@@ -98,38 +100,42 @@ def retryable_func_executor(
         try:
             return func(*args, **kwargs)
         except TosError as e:
-            from tosfs.core import logger
-
-            if attempt >= max_retry_num:
-                logger.error("Retry exhausted after %d times.", max_retry_num)
-                raise e
-
-            if is_retryable_exception(e):
-                logger.warning(
-                    "Retry TOS request in the %d times, error: %s", attempt, e
-                )
-                try:
-                    sleep_time = _get_sleep_time(e, attempt)
-                    time.sleep(sleep_time)
-                except InterruptedError as ie:
-                    raise TosfsError(f"Request {func} interrupted.") from ie
-            else:
-                _rethrow_retryable_exception(e)
-        # Note: maybe not all the retryable exceptions are warped by `TosError`
-        # Will pay attention to those cases
+            _do_retry(e, func, attempt, max_retry_num)
         except Exception as e:
-            raise TosfsError(f"{e}") from e
+            _do_retry(e, func, attempt, max_retry_num)
+
+
+def _do_retry(
+    e: Union[TosError, Exception], func: Any, attempt: int, max_retry_num: int
+) -> None:
+    from tosfs.core import logger
+
+    if attempt >= max_retry_num:
+        logger.error("Retry exhausted after %d times.", max_retry_num)
+        raise e
+
+    if is_retryable_exception(e):
+        logger.warning("Retry TOS request in the %d times, error: %s", attempt, e)
+        try:
+            sleep_time = _get_sleep_time(e, attempt)
+            time.sleep(sleep_time)
+        except InterruptedError as ie:
+            raise TosfsError(f"Request {func} interrupted.") from ie
+    else:
+        _rethrow_retryable_exception(e)
 
 
-def _rethrow_retryable_exception(e: TosError) -> None:
+def _rethrow_retryable_exception(e: Union[Exception, TosError]) -> None:
     """For debug purpose."""
     raise e
 
 
 def is_retryable_exception(e: TosError) -> bool:
     """Check if the exception is retryable."""
-    return _is_retryable_tos_server_exception(e) or _is_retryable_tos_client_exception(
-        e
+    return (
+        _is_retryable_tos_server_exception(e)
+        or _is_retryable_tos_client_exception(e)
+        or _is_retryable_general_client_exception(e)
     )
 
 
@@ -162,6 +168,15 @@ def _is_retryable_tos_client_exception(e: TosError) -> bool:
     return False
 
 
+def _is_retryable_general_client_exception(e: Optional[Exception]) -> bool:
+    while e is not None:
+        for excp in TOS_CLIENT_RETRYABLE_EXCEPTIONS:
+            if isinstance(e, excp):
+                return True
+        e = getattr(e, "cause", None)
+    return False
+
+
 def _get_sleep_time(err: TosError, retry_count: int) -> float:
     sleep_time = SLEEP_BASE_SECONDS * math.pow(2, retry_count)
     sleep_time = min(sleep_time, SLEEP_MAX_SECONDS)
diff --git a/tosfs/tests/test_retry.py b/tosfs/tests/test_retry.py
index cbf5096..79590d8 100644
--- a/tosfs/tests/test_retry.py
+++ b/tosfs/tests/test_retry.py
@@ -18,7 +18,8 @@
 import requests
 from tos.exceptions import TosClientError, TosServerError
 from tos.http import Response
-from urllib3.exceptions import ProtocolError
+from urllib3 import HTTPConnectionPool
+from urllib3.exceptions import ProtocolError, ReadTimeoutError
 
 from tosfs.retry import _get_sleep_time, is_retryable_exception
 
@@ -79,6 +80,16 @@
             ),
             True,
         ),
+        (
+            requests.exceptions.ConnectionError(
+                HTTPConnectionPool(host="proton-ci.tos-cn-beijing.volces.com", port=80)
+            ),
+            True,
+        ),
+        (
+            ReadTimeoutError(None, message="", url=""),
+            True,
+        ),
     ],
 )
 def test_is_retry_exception(