Why did ali and his son leave in The Kite Runner?

Ali and Hassan leave Amir and Baba's house mainly because Amir had framed Hassan of theft and Hassan knew that if Baba found out that it was actually Amir, he would never give his son the love he has always longed for. Therefore, Hassan took the blame and decided to leave, thinking it would make Amir's life better.