Is tragedy a type of literature?

Yes. In simplest terms a tragedy is a play that ends badly. A comedy is a play that ends happily.

A little more complex. A tragedy is when there is some flaw in the main character wherein he brings upon himself a tragic fate. It isn't enough for something bad to happen to him, he has to somehow bring it on himself.