Rice Lake is a reservoir located in Steele County, Minnesota. It appears on the Owatonna SE USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 1,246.72 feet (380.00 m) above sea level. The nearest populated place is Rice Lake, approximately 2.0 miles to the NE.