Why did Anikan become Darth Vader?

He was having nightmares about Padme dying in childbirth and he was desperate to find any kind of way to prevent that. Palpatine, in a way, manipulated Anakin (if you get what I mean) and he then became Vader. But remember in the end of Return of the Jedi, he learned that he wasn't really evil: he was just mislead