Damon is in love with Elena, unquestionably so. What is questionable is how Elena feels about HIM. He believes that she does return his feelings but she is adamant that it's Stefan that she loves. He's got nothing but time for her to realize how she feels but won't watch her be with Stefan. So he leaves Mystic Falls, to give her space- and for himself.(Delena)(S3spoilers)