diff --git a/airflow/providers/google/cloud/hooks/bigquery.py b/airflow/providers/google/cloud/hooks/bigquery.py
index c835ead04564..54dc947b2f04 100644
--- a/airflow/providers/google/cloud/hooks/bigquery.py
+++ b/airflow/providers/google/cloud/hooks/bigquery.py
@@ -1418,9 +1418,10 @@ def cancel_job(
         :param project_id: Google Cloud Project where the job is running
         :param location: location the job is running
         """
+        project_id = project_id or self.project_id
         location = location or self.location
 
-        if self.poll_job_complete(job_id=job_id):
+        if self.poll_job_complete(job_id=job_id, project_id=project_id, location=location):
             self.log.info("No running BigQuery jobs to cancel.")
             return
 
@@ -1434,17 +1435,18 @@ def cancel_job(
         job_complete = False
         while polling_attempts < max_polling_attempts and not job_complete:
             polling_attempts += 1
-            job_complete = self.poll_job_complete(job_id)
+            job_complete = self.poll_job_complete(job_id=job_id, project_id=project_id, location=location)
             if job_complete:
                 self.log.info("Job successfully canceled: %s, %s", project_id, job_id)
             elif polling_attempts == max_polling_attempts:
                 self.log.info(
-                    "Stopping polling due to timeout. Job with id %s "
+                    "Stopping polling due to timeout. Job %s, %s "
                     "has not completed cancel and may or may not finish.",
+                    project_id,
                     job_id,
                 )
             else:
-                self.log.info("Waiting for canceled job with id %s to finish.", job_id)
+                self.log.info("Waiting for canceled job %s, %s to finish.", project_id, job_id)
                 time.sleep(5)
 
     @GoogleBaseHook.fallback_to_default_project_id
diff --git a/tests/providers/google/cloud/hooks/test_bigquery.py b/tests/providers/google/cloud/hooks/test_bigquery.py
index 15f815b6a693..5dadc914da15 100644
--- a/tests/providers/google/cloud/hooks/test_bigquery.py
+++ b/tests/providers/google/cloud/hooks/test_bigquery.py
@@ -203,7 +203,10 @@ def test_cancel_queries(self, mock_client, mock_poll_job_complete):
         self.hook.running_job_id = running_job_id
         self.hook.cancel_query()
 
-        calls = [mock.call(job_id=running_job_id), mock.call(running_job_id)]
+        calls = [
+            mock.call(job_id=running_job_id, project_id=PROJECT_ID, location=None),
+            mock.call(job_id=running_job_id, project_id=PROJECT_ID, location=None),
+        ]
         mock_poll_job_complete.assert_has_calls(calls)
         mock_client.assert_called_once_with(project_id=PROJECT_ID, location=None)
         mock_client.return_value.cancel_job.assert_called_once_with(job_id=running_job_id)
@@ -599,7 +602,7 @@ def test_cancel_query_jobs_to_cancel(
 
         self.hook.running_job_id = JOB_ID
         self.hook.cancel_query()
-        poll_job_complete.assert_called_once_with(job_id=JOB_ID)
+        poll_job_complete.assert_called_once_with(job_id=JOB_ID, project_id=PROJECT_ID, location=None)
         mock_logger_info.has_call(mock.call("No running BigQuery jobs to cancel."))
 
     @mock.patch("airflow.providers.google.cloud.hooks.bigquery.BigQueryHook.get_client")