Rice Lake is a lake located in Scott County, Minnesota. It appears on the New Market USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 993.67 feet (302.87 m) above sea level. The nearest populated place is Eidswold, approximately 2.9 miles to the S.