The scene unfolded around 5:28 p.m. on Clayton Road in Williamstown, New Jersey.
Monroe Township police say the 2-year-old boy's mother found him in the pool and pulled him out.
Officer Derrick Jacobus, the first officer on the scene, is also a trained paramedic and is being credited with saving the child's life.