diff --git a/ironic_inspector/pxe_filter/base.py b/ironic_inspector/pxe_filter/base.py
index 1427690a0..d952c6926 100644
--- a/ironic_inspector/pxe_filter/base.py
+++ b/ironic_inspector/pxe_filter/base.py
@@ -133,8 +133,6 @@ class BaseFilter(interface.FilterDriver):
         :raises: InvalidFilterDriverState
         :returns: nothing.
         """
-        LOG.debug('The PXE filter driver %s enters the fsm_reset_on_error '
-                  'context', self)
         try:
             yield self.fsm
         except automaton_errors.NotFound as e:
@@ -148,9 +146,6 @@ class BaseFilter(interface.FilterDriver):
                           {'filter': self, 'error': e})
             self.reset()
             raise
-        finally:
-            LOG.debug('The PXE filter driver %s left the fsm_reset_on_error '
-                      'context', self)
 
     @locked_driver_event(Events.initialize)
     def init_filter(self):
@@ -177,7 +172,6 @@ class BaseFilter(interface.FilterDriver):
         :param ironic: obligatory ironic client instance
         :returns: nothing.
         """
-        LOG.debug('Syncing the PXE filter driver %s', self)
 
     def get_periodic_sync_task(self):
         """Get periodic sync task for the filter.
diff --git a/ironic_inspector/test/unit/test_pxe_filter.py b/ironic_inspector/test/unit/test_pxe_filter.py
index e96d941f0..55f7a74db 100644
--- a/ironic_inspector/test/unit/test_pxe_filter.py
+++ b/ironic_inspector/test/unit/test_pxe_filter.py
@@ -211,8 +211,6 @@ class TestBaseFilterInterface(BaseFilterBaseTest):
     def test_sync(self):
         self.driver.sync(self.mock_ironic)
 
-        self.mock_log.debug.assert_called_once_with(
-            'Syncing the PXE filter driver %s', self.driver)
         self.mock_reset.assert_not_called()
 
     def test_tear_down_filter(self):
diff --git a/releasenotes/notes/remove_filter_logging-1a80419083c42bc6.yaml b/releasenotes/notes/remove_filter_logging-1a80419083c42bc6.yaml
new file mode 100644
index 000000000..ae0485dc3
--- /dev/null
+++ b/releasenotes/notes/remove_filter_logging-1a80419083c42bc6.yaml
@@ -0,0 +1,4 @@
+---
+fixes:
+  - Remove debug logging for PXE filter driver which tends to fill up
+    inspector logs when debug is enabled.