diff --git a/contrib/plugins/magnum_plugin/magnum_plugin/__init__.py b/contrib/plugins/magnum_plugin/magnum_plugin/__init__.py
index 65a06842..7d1d5b85 100644
--- a/contrib/plugins/magnum_plugin/magnum_plugin/__init__.py
+++ b/contrib/plugins/magnum_plugin/magnum_plugin/__init__.py
@@ -15,12 +15,17 @@
 import cfg
 import time
 
-import magnumclient
 from magnumclient import client
 from murano.common import auth_utils
 from murano.dsl import session_local_storage
 from oslo_config import cfg as config
 
+try:
+    from magnumclient.common.apiclient import exceptions
+except ImportError:
+    # NOTE (hongbin): For magnumclient versions before 2.0.0.
+    from magnumclient.openstack.common.apiclient import exceptions
+
 CONF = config.CONF
 
 
@@ -85,5 +90,5 @@ class MagnumClient(object):
             self._wait_on_status(bays, bay_id, ["CREATE_COMPLETE",
                                  "DELETE_IN_PROGRESS", "CREATE_FAILED"],
                                  ["DELETE_COMPLETE"])
-        except magnumclient.openstack.common.apiclient.exceptions.NotFound:
+        except exceptions.NotFound:
             pass