Rice Lake is a lake located in Scott County, Minnesota. It appears on the Eden Prairie USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 698.10 feet (212.78 m) above sea level. The nearest populated place is Bloomington Ferry, approximately 0.8 miles to the NNE.