Officers responded to the home on Rockspring Way at about 8:40 p.m. on the report of the child falling into the water.
Medical personnel, along with officers, tried to resuscitate the victim. The child was transported to Sutter Delta Medical Center and pronounced dead.
It isn't known how long the child was out of someone's sight, police said.
The case remains under investigation.