It happened Friday afternoon near Papen and Well Roads in Bridgewater just before 3 p.m.
The boy was found at the bottom of his neighbor's pool.
The boy's father started CPR and paramedics continued it all the way to Somerset Medical Center.
The boy died about an hour later.
Bridgewater police are investigating the incident.