Kelly Lake is a lake located in Itasca County, Minnesota. It appears on the Anderson Lake USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 1,400.28 feet (426.81 m) above sea level. The nearest populated place is Bigfork, approximately 13.9 miles to the WNW.