diff --git a/neutron/policy.py b/neutron/policy.py
index 29effa62057..4091269cd73 100644
--- a/neutron/policy.py
+++ b/neutron/policy.py
@@ -15,6 +15,7 @@
 
 import collections
 import re
+import sys
 
 from neutron_lib import constants
 from neutron_lib import context
@@ -404,3 +405,24 @@ def enforce(context, action, target, plugin=None, pluralized=None):
             log_rule_list(rule)
             LOG.debug("Failed policy check for '%s'", action)
     return result
+
+
+def get_enforcer():
+    # NOTE(amotoki): This was borrowed from nova/policy.py.
+    # This method is for use by oslo.policy CLI scripts. Those scripts need the
+    # 'output-file' and 'namespace' options, but having those in sys.argv means
+    # loading the neutron config options will fail as those are not expected to
+    # be present. So we pass in an arg list with those stripped out.
+    conf_args = []
+    # Start at 1 because cfg.CONF expects the equivalent of sys.argv[1:]
+    i = 1
+    while i < len(sys.argv):
+        if sys.argv[i].strip('-') in ['namespace', 'output-file']:
+            i += 2
+            continue
+        conf_args.append(sys.argv[i])
+        i += 1
+
+    cfg.CONF(conf_args, project='neutron')
+    init()
+    return _ENFORCER
diff --git a/neutron/tests/unit/db/test_db_base_plugin_v2.py b/neutron/tests/unit/db/test_db_base_plugin_v2.py
index b5201a7c405..b57892c6022 100644
--- a/neutron/tests/unit/db/test_db_base_plugin_v2.py
+++ b/neutron/tests/unit/db/test_db_base_plugin_v2.py
@@ -59,6 +59,7 @@ from neutron.db import standard_attr
 from neutron.ipam.drivers.neutrondb_ipam import driver as ipam_driver
 from neutron.ipam import exceptions as ipam_exc
 from neutron.objects import router as l3_obj
+from neutron import policy
 from neutron.tests import base
 from neutron.tests import tools
 from neutron.tests.unit.api import test_extensions
@@ -169,6 +170,17 @@ class NeutronDbPluginV2TestCase(testlib_api.WebTestCase):
         self._skip_native_sorting = not _is_native_sorting_support()
         if ext_mgr:
             self.ext_api = test_extensions.setup_extensions_middleware(ext_mgr)
+            # NOTE(amotoki): policy._ENFORCER is initialized in
+            # neutron.tests.base.BaseTestCase.setUp() but this is too early
+            # and neutron.policy.FieldCheck conv_func does not work
+            # because extended resources are not populated to
+            # attributes.RESOURCES yet.
+            # Thus we need to refresh the default policy rules after loading
+            # extensions. Especially it is important to re-instantiate
+            # DefaultRule() under neutron.conf.policies. To do this,
+            # we need to reload the default policy modules.
+            policy.reset()
+            policy.init()
 
     def setup_config(self):
         # Create the default configurations
diff --git a/setup.cfg b/setup.cfg
index d15084399cf..2bcb915513e 100644
--- a/setup.cfg
+++ b/setup.cfg
@@ -137,6 +137,8 @@ oslo.config.opts =
     nova.auth = neutron.opts:list_auth_opts
 oslo.config.opts.defaults =
     neutron = neutron.common.config:set_cors_middleware_defaults
+oslo.policy.enforcer =
+    neutron = neutron.policy:get_enforcer
 neutron.db.alembic_migrations =
     neutron = neutron.db.migration:alembic_migrations
 neutron.interface_drivers =