Rice Lake is a lake located in Scott County, Minnesota. It appears on the Prior Lake USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 944.46 feet (287.87 m) above sea level. The nearest populated place is Spring Lake, approximately 1.3 miles to the WNW.