Mud Lake is a swamp located in Pope County, Minnesota. It appears on the Sedan USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 1,341.03 feet (408.75 m) above sea level. The nearest populated place is Grove Lake, approximately 0.7 miles to the SSW.