diff --git a/airflow/jobs/triggerer_job_runner.py b/airflow/jobs/triggerer_job_runner.py
index 8719f4ea95c8f..79b5e953dcd49 100644
--- a/airflow/jobs/triggerer_job_runner.py
+++ b/airflow/jobs/triggerer_job_runner.py
@@ -680,7 +680,14 @@ def update_triggers(self, requested_trigger_ids: set[int]):
                 # Either the trigger code or the path to it is bad. Fail the trigger.
                 self.failed_triggers.append((new_id, e))
                 continue
-            new_trigger_instance = trigger_class(**new_trigger_orm.kwargs)
+
+            try:
+                new_trigger_instance = trigger_class(**new_trigger_orm.kwargs)
+            except TypeError as err:
+                self.log.error("Trigger failed; message=%s", err)
+                self.failed_triggers.append((new_id, err))
+                continue
+
             self.set_trigger_logging_metadata(new_trigger_orm.task_instance, new_id, new_trigger_instance)
             self.to_create.append((new_id, new_trigger_instance))
         # Enqueue orphaned triggers for cancellation
diff --git a/tests/jobs/test_triggerer_job.py b/tests/jobs/test_triggerer_job.py
index 73b8d878a267d..fc08b8a5d0803 100644
--- a/tests/jobs/test_triggerer_job.py
+++ b/tests/jobs/test_triggerer_job.py
@@ -37,7 +37,7 @@
 from airflow.operators.empty import EmptyOperator
 from airflow.operators.python import PythonOperator
 from airflow.triggers.base import TriggerEvent
-from airflow.triggers.temporal import TimeDeltaTrigger
+from airflow.triggers.temporal import DateTimeTrigger, TimeDeltaTrigger
 from airflow.triggers.testing import FailureTrigger, SuccessTrigger
 from airflow.utils import timezone
 from airflow.utils.log.logging_mixin import RedirectStdHandler
@@ -285,6 +285,26 @@ async def test_run_trigger_timeout(self, session, caplog) -> None:
             await trigger_runner.run_trigger(1, mock_trigger)
         assert "Trigger cancelled due to timeout" in caplog.text
 
+    @patch("airflow.models.trigger.Trigger.bulk_fetch")
+    @patch(
+        "airflow.jobs.triggerer_job_runner.TriggerRunner.get_trigger_by_classpath",
+        return_value=DateTimeTrigger,
+    )
+    def test_update_trigger_with_triggerer_argument_change(
+        self, mock_bulk_fetch, mock_get_trigger_by_classpath, session, caplog
+    ) -> None:
+        trigger_runner = TriggerRunner()
+        mock_trigger_orm = MagicMock()
+        mock_trigger_orm.kwargs = {"moment": ..., "not_exists_arg": ...}
+        mock_get_trigger_by_classpath.return_value = {1: mock_trigger_orm}
+
+        trigger_runner.update_triggers({1})
+
+        assert (
+            "Trigger failed; message=__init__() got an unexpected keyword argument 'not_exists_arg'"
+            in caplog.text
+        )
+
 
 def test_trigger_create_race_condition_18392(session, tmp_path):
     """