Walter tells Victoria that he was brainwashed and forcefully turned into Millenium's minion, but then says that he attacks what remains of Hellsing by his own free will. Bad characters usually mess with good ones, so it's not clear how it really happened to him.
Also see: Did Walter become Millennium's Servant by choice? @ Anime and Manga