I cheated, and I'm trying so hard to fix what I did, but he is abusing me?? Is he wrong, or do I deserve this?

Nobody deserves abuse, I would say set some boundaries with him so that he doesn't abuse you any more if you are going to stay with him. Or leave him, maybe temporarily or maybe permanent. In any case don't let yourself be subjected to abuse.