Riverside police said the shooting occurred in the 10300 block of Arlington Avenue near the El Calentano nightclub just after midnight Monday.
Two victims were found dead in a vehicle, police said.
The condition of the third victim was not known.
A suspect description and details regarding what led up to the shooting were not immediately available.
The identities of the victims was not released.