Anakin Craved power. So much that he believed he could keep people from dying. That's why he trusted Palpatine. Anakin truly believed that Palps would give him the power he desperatly desired to own.
So, in the end, he could care less if palpantine was trying to kill Padme for the last ten or so years. A perfect example of thick headeness.