Leave.

Kids can be overwhelming, and not everyone was meant for parenthood. If your husband reacts to a simple childhood accident with screaming, threats, and assault and battery, then he clearly lacks the emotional capacity to raise a child, let alone two of them. He's a liability to both you and your children.