Rice Lake is a lake located in Hennepin County, Minnesota. It appears on the Shakopee USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 699.02 feet (213.06 m) above sea level. The nearest populated place is Shakopee, approximately 1.2 miles to the SSW.