Well, obviously Vader could take the Emperor, as he simply LIFTED him over his head, and Sidious just screamed.
Anyway, think, Sidious planned the Revenge of the Sith for like his whole life, and all the time kept it a secret, and even as Chancellor where he would have the most media, he had a double life. Plus, he came back a few times...