Mud Lake is a swamp located in Todd County, Minnesota. It appears on the Round Prairie USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 1,334.69 feet (406.81 m) above sea level. The nearest populated place is Gutches Grove, approximately 2.3 miles to the NNE.