Rice Lake is a lake located in Cass County, Minnesota. It appears on the Pillager USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 1,220.51 feet (372.01 m) above sea level. The nearest populated place is Pillager, approximately 3.2 miles to the SSE.