Juan Cardenas was at Praise Fellowship Assembly of God for daycare when the accident happened.
He was pronounced dead at the hospital after being found in about two feet of water in the uncovered pool.
An autopsy will be conducted today to determine the child's exact cause of death.
The daycare employs eight people and cares for 30 to 45 children.
No foul play is expected.