You rob somebody or a place of something, but you steal something from somebody.
Examples:
Someone robbed me (of my money) yesterday. / I was robbed yesterday. (passive sentence)
He stole a pullover from the shop round the corner a week ago.
He is in prison for robbing a bank.
She stole his car.