Hannibal is evil???

I knew he was bad because hes a killer, but hes trying to frame will??? I thought he saw will as a friend, he even told his psychiatrist he saw him as one and she had to correct him and say will is just hannibals patient.

Why is he doing this?? Will is so innocent