Mud Lake is a lake located in Le Sueur County, Minnesota. It appears on the Cleveland USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 1,021.36 feet (311.31 m) above sea level. The nearest populated place is Cleveland, approximately 3.3 miles to the NW.