Kelsey Lake is a lake located in St. Louis County, Minnesota. It appears on the Coleman Island USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 1,203.28 feet (366.76 m) above sea level. The nearest populated place is Crane Lake, approximately 21.2 miles to the W.