Kelley Lake is a swamp located in Meeker County, Minnesota. It appears on the Rosendale USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 1,177.92 feet (359.03 m) above sea level. The nearest populated place is Acton, approximately 2.9 miles to the ESE.