Newlywed with depression

My husband and j have been married for close to a year. Our biggest issue is how we fight. He gets really mad and yells, I take everything out on myself and internalize. Usually I end up in tears. He won't talk to me when I'm crying but I cry all the time now. He says things like- "this is getting old" and "I'm tired of doing this". I'm scared because I want us to work things out and be in love. I'm so in love with him but I am not convinced that he even likes me at this point. What should I do?