Rice Lake is a lake located in Becker County, Minnesota. It appears on the Richwood USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 1,440.37 feet (439.02 m) above sea level. The nearest populated place is Richwood, approximately 3.4 miles to the WNW.