Disagreement fights

Lauren • 28. Married 1/17/14. Had our first baby 1/14/16! Second due July 2017
My husband and I will have the stupidest arguments over nothing. He says his opinion and I say mine. I don't care that we think differently about things. But heaven forbid he can't convince me to side with him! He goes on and on and questions me to try to make me change my mind, to the point where I either walk out of the room crying (which makes him so mad) or telling him to stop talking! (Which really makes him mad because I'm basically telling him to "shut up"). 
This has been a continuous problem in our 1.5 years of marriage. Anyone else's husbands do this? Help :/