Is living a life of luxury while others starve immoral?

That depends. If it is lived without knowing others starve is ignorant. I guess it is most immoral if you know of the starving masses and decide not to do anything about it. Being a pragmatic, I believe it is immoral and proof that the world is cruel, but nonetheless, it is an inevitability that some will always have more of a certain thing than others.