Rice Patch Lake is a lake located in St. Tammany County, Louisiana. It appears on the Industrial USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 20.66 feet (6.30 m) above sea level. The nearest populated place is Walkiah (historical), approximately 3.5 miles to the N.