I don't think he turned against Athens until they turned on him. He eventually did turn traitor and was ostracized.
I remember my classics professor asked me to describe Alcibiades. I started off by saying he didn't have a lot of character. Dr. Agnew corrected me. He said, he had a lot of character, just not good character.