[Fixed]-Docker-compose connection refused from celery

You did not mention the version of Celery, but from the post date I can guess it is v4.

I just had similar problem due to updating Celery from v3.1 to v4 and according to this tutorial it was needed to change BROKER_URL to CELERY_BROKER_URL in the settings.py