I cant take this anymore but I keep on coming back

Our relationship is on and off. today he called me crazy saying that I created scenarios in my head that makes us fight. I only get mad because of how he treat me, for example he will do something that he knows I hate will apologize for it once I get mad and then he’ll do it again I am so tired and sick of this relationship but I cant stop coming back to him please help me