Mud Lake is a lake located in Aitkin County, Minnesota. It appears on the White Elk Lake USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 1,327.20 feet (404.53 m) above sea level. The nearest populated place is Swatara, approximately 6.4 miles to the NNE.