The collision was reported around 2:30 a.m. Saturday at Sunkist Street and Puritan Drive.
Anaheim police say they don't have a description of the driver or the vehicle. No witnesses have come forward.
It took firefighters about 30 minutes to turn off the water.
Anyone with information was asked to call Anaheim police at (714) 765-1944.
