Rice Lake is a lake located in Cass County, Minnesota. It appears on the Motley NW USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 1,253.67 feet (382.12 m) above sea level. The nearest populated place is Esterdy, approximately 3.7 miles to the N.