You are definitely not the asshole. She is just lonely. That’s why. Or she misses having you there bow that you are not. If your mental health and life is better at your dad’s then that is where you should definitely stay. Your families feelings are not your responsibility. They need to take care of their own mental health.

Be firm with your mom and let her know you will not be moving back.