According to witnesses, the teens tossed an "incendiary device" against the back door of a home at 2658 12th Street around 1 p.m. on Saturday.
The fire burned through the door of the house and caused some interior damage before firefighters were able to extinguish it, said Riverside police.
City News Service contributed to this report.