The incident happened near Colorado Boulevard and Fair Oaks Avenue on Sunday.
Protesters in the crowd could be heard screaming as the vehicle drove away with the man on the hood.
According to the Pasadena Star News, the driver was arrested.
More than 400 people showed up for the protest, which was peaceful.
Protesters march through Hollywood, West Hollywood