Rice Lake is a lake located in Steele County, Minnesota. It appears on the Owatonna SE USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 1,235.20 feet (376.49 m) above sea level. The nearest populated place is Rice Lake, approximately 1.9 miles to the NNE.