Mounting the app on my docker volume for celery solved it for me

celery:
    build:
      context: .
      dockerfile: ./docker/Dockerfile
    command: celery -A config.celery_app worker --loglevel=info
    depends_on:
      - django
      - redis
    volumes:
      - ./:/app