Kelly Lake is a lake located in Rice County, Minnesota. It appears on the Faribault USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 1,054.66 feet (321.46 m) above sea level. The nearest populated place is Shieldsville, approximately 2.1 miles to the WNW.