I was a vegetarian for a while, and I understand what you are saying about feeling bad for making animals die, but if you think about it, all of the organisms (or a lot of them) on this earth eat each other. Plants grow in the rotting corpses of some animals, other animals eat plants, and some animals eat those animals. We are all just eating whatever living organism we need to in order to survive, and plants are living too. Shouldn't we feel bad for eating them too? Don't plants have a right to live?
I don't believe anything is moral or immoral. I don't think murdering animals for fun is nice in my own opinion, but I like chicken too much to stop eating it again. I do eat a lot less meat than some people do though, if that makes you feel any better.