Almost insane boss

I have a boss who shouts at everything. I just started working here but the boss is something else, the lady I came in with was forced to resign, because of all the insults. I want to resign too but I can't go stay home doing nothing. Its not nice here at all. Even his contractors complain. Am the only one working for him now. I don't really know what to do. Its frustrating me.