Rice Lake is a lake located in Pope County, Minnesota. It appears on the Villard USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 1,349.03 feet (411.18 m) above sea level. The nearest populated place is Villard, approximately 2.0 miles to the E.