Rice Lake is a reservoir located in Todd County, Minnesota. It appears on the Staples USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 1,256.33 feet (382.93 m) above sea level. The nearest populated place is Philbrook, approximately 3.9 miles to the ESE.