diff --git a/kubernetes/client/api_client.py b/kubernetes/client/api_client.py
index 498517651e..fde1a17f48 100644
--- a/kubernetes/client/api_client.py
+++ b/kubernetes/client/api_client.py
@@ -10,6 +10,7 @@
 
 from __future__ import absolute_import
 
+import atexit
 import datetime
 import json
 import mimetypes
@@ -77,11 +78,19 @@ def __init__(self, configuration=None, header_name=None, header_value=None,
         # Set default User-Agent.
         self.user_agent = 'OpenAPI-Generator/11.0.0-snapshot/python'
 
-    def __del__(self):
+    def __enter__(self):
+        return self
+
+    def __exit__(self, exc_type, exc_value, traceback):
+        self.close()
+
+    def close(self):
         if self._pool:
             self._pool.close()
             self._pool.join()
             self._pool = None
+            if hasattr(atexit, 'unregister'):
+                atexit.unregister(self.close)
 
     @property
     def pool(self):
@@ -89,6 +98,7 @@ def pool(self):
          avoids instantiating unused threadpool for blocking clients.
         """
         if self._pool is None:
+            atexit.register(self.close)
             self._pool = ThreadPool(self.pool_threads)
         return self._pool