For anyone who's been looking for a simpler Task Queue for Django, check out Django-Q [1], it's been working very nicely for me. It doesn't have all the bells and whistles of Celery but it's very simple to get up and running using the DB as a broker and comes with periodic tasks out of the box.

[1] https://django-q.readthedocs.io/en/latest/