diff --git a/ansible_mitogen/mixins.py b/ansible_mitogen/mixins.py
index ed6ec42e..038a0fd1 100644
--- a/ansible_mitogen/mixins.py
+++ b/ansible_mitogen/mixins.py
@@ -34,6 +34,11 @@ import ansible
 import ansible.plugins
 import ansible.plugins.action
 
+try:
+    from ansible.plugins.loader import module_loader
+except ImportError:  # Ansible<2.4
+    from ansible.plugins import module_loader
+
 import mitogen.core
 import mitogen.master
 from mitogen.utils import cast
@@ -52,7 +57,7 @@ def get_command_module_name(module_name):
     :return:
         "ansible.modules.commands.shell"
     """
-    path = ansible.plugins.module_loader.find_plugin(module_name, '')
+    path = module_loader.find_plugin(module_name, '')
     relpath = os.path.relpath(path, os.path.dirname(ansible.__file__))
     root, _ = os.path.splitext(relpath)
     return 'ansible.' + root.replace('/', '.')
diff --git a/ansible_mitogen/strategy/mitogen.py b/ansible_mitogen/strategy/mitogen.py
index b3b9563b..2feacd1e 100644
--- a/ansible_mitogen/strategy/mitogen.py
+++ b/ansible_mitogen/strategy/mitogen.py
@@ -37,9 +37,15 @@ import mitogen.utils
 
 import ansible.errors
 import ansible.plugins.strategy.linear
-import ansible.plugins
 import ansible_mitogen.mixins
 
+try:
+    from ansible.plugins.loader import action_loader
+    from ansible.plugins.loader import connection_loader
+except ImportError:  # Ansible <2.4
+    from ansible.plugins import action_loader
+    from ansible.plugins import connection_loader
+
 
 def wrap_action_loader__get(name, *args, **kwargs):
     """
@@ -217,19 +223,19 @@ class StrategyModule(ansible.plugins.strategy.linear.StrategyModule):
         with references to the real functions.
         """
         global action_loader__get
-        action_loader__get = ansible.plugins.action_loader.get
-        ansible.plugins.action_loader.get = wrap_action_loader__get
+        action_loader__get = action_loader.get
+        action_loader.get = wrap_action_loader__get
 
         global connection_loader__get
-        connection_loader__get = ansible.plugins.connection_loader.get
-        ansible.plugins.connection_loader.get = wrap_connection_loader__get
+        connection_loader__get = connection_loader.get
+        connection_loader.get = wrap_connection_loader__get
 
     def _remove_wrappers(self):
         """
         Uninstall the PluginLoader monkey patches.
         """
-        ansible.plugins.action_loader.get = action_loader__get
-        ansible.plugins.connection_loader.get = connection_loader__get
+        action_loader.get = action_loader__get
+        connection_loader.get = connection_loader__get
 
     def _add_connection_plugin_path(self):
         """
@@ -239,7 +245,7 @@ class StrategyModule(ansible.plugins.strategy.linear.StrategyModule):
         # ansible_mitogen base directory:
         basedir = os.path.dirname(os.path.dirname(__file__))
         conn_dir = os.path.join(basedir, 'connection')
-        ansible.plugins.connection_loader.add_directory(conn_dir)
+        connection_loader.add_directory(conn_dir)
 
     def run(self, iterator, play_context, result=0):
         self._add_connection_plugin_path()