Rice Lake is a reservoir located in Rice County, Minnesota. It appears on the Shieldsville USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 1,054.08 feet (321.28 m) above sea level. The nearest populated place is Kilkenny, approximately 4.0 miles to the WSW.