Police and paramedics received a call at 6:34 p.m. and rushed to the scene at 1011 Anchorage Lane, according to San Diego police.
Witnesses say the boy, who was attending an end of the school year party, was found floating in the pool. He was unresponsive when he was pulled from the pool.
The boy's name has not been released.
Police are now investigating the incident.