Damaged partners

My partner, in the honeymoon period of us meeting went and slept with another woman.

Produced a child, I found out later, continued to see his child and then 3 years later had another child. Is now having difficulty seeing the children, and is now shouting when angry because of the situation, and thinks that I should be supporting him. When he is down about not seeing his children