What is the best way to deal with my boyfriends mother who is very difficult?

It was because you were there that he SHOULD have walked out. She behaves like this because he allows her to! He needs to put his foot down with her and tell her that he won't accept her behaviour any longer. Every time she starts an argument you both put on your coats and leave. He's 28 for God's sake - not 12!