Mud Lake is a lake located in Stearns County, Minnesota. It appears on the Saint Joseph USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 1,087.01 feet (331.32 m) above sea level. The nearest populated place is Pleasant Lake, approximately 1.3 miles to the SW.