Mud Lake is a lake located in Blue Earth County, Minnesota. It appears on the Madison Lake USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 1,013.09 feet (308.79 m) above sea level. The nearest populated place is Pleasant Hill Manor, approximately 2.5 miles to the N.