By avoiding the cause of the arguments would be the best way I think. What is causing problems within your family? How can you help avoid these situations? Maybe tell them you need some time and space to yourself and sit alone quietly for a while reading a book or something.
When they see you are really hurt by what is going on, then maybe they will think they went too far and then they might appologize to you