celery-django can't find settings
Apparently this is a problem with running Celery on Windows. Using the --settings argument ala python manage.py celeryd start --settings=settings did the trick.
sys.path must include 'C:\development\SpaceCorps' not 'C:\development\SpaceCorps\src', because he is looking for src.settings, not just settings.