Airflow task won't start because Failed to fetch log file from worker. Request URL is missing

I have several task in our dag that won't start running. When I checked the airflow log, there was an error and the error was below. FYI , we are using Airflow 2.2.5 *** Log file does not exist: *** Fetching from: *** Failed to fetch log file from worker. Request URL is missing an 'http://' or 'https://' protocol. Does anybody can help me resolving this issue? Thank you