Kelly Lake is a lake located in Polk County, Minnesota. It appears on the McIntosh NE USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 1,251.64 feet (381.50 m) above sea level. The nearest populated place is Olga, approximately 5.4 miles to the ENE.