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Bussiere,
I have used python-social-auth in one of my projects and it works great.
If you are developing a Python-based web app (irrespective of what framework you are using - Django, Flask, etc.), it's the best OAuth package out there, at least in my opinion.
It's hard to guess what may be the problem since you didn't provide any specific code. But check these sections of the PSA documentation to see if or where you may have missed out on some subtle details:
1: PSA General Configuration
http://psa.matiasaguirre.net/docs/configuration/settings.html
2: PSA Configuration for Django
http://psa.matiasaguirre.net/docs/configuration/django.html
3. Review the tutorial from artandlogic.com you referenced above.
Also, pay careful attention to whether you have properly configured the AUTHENTICATION_BACKENDS setting (as instructed in #1 and #2 above.)
And, in case all these fail, your sharing some code might help more experienced Djangonauts and Pythonistas point out the sneaky culprits.
All the best. :)
Sincerely,
Muhammad