Mud Lake is a lake located in Cass County, Minnesota. It appears on the Leader USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 1,288.71 feet (392.80 m) above sea level. The nearest populated place is Ellis, approximately 2.0 miles to the E.