I just want a peaceful family, why my mum just can't stop complaining?

This is a real bad situation. Go up to her, and explain to her what's happening. Perhaps show her this Yahoo Answers question just to prove your distress. If he fires up at you, be patient with her, don't move, wait until her anger has resided and continue. I really feel sorry for you and wish you all the best.