Police say the boy disappeared during the party Saturday evening and relatives found him in the pool.
Officers responded and administered CPR. Then the boy was rushed to a hospital, but it was too late.
The boy was pronounced dead.
It's not known how long the boy was in the water before he was found.
Police are still investigating.