Alice Lake is a lake located in Blue Earth County, Minnesota. It appears on the Madison Lake USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 1,018.96 feet (310.58 m) above sea level. The nearest populated place is Smiths Mill, approximately 1.1 miles to the ENE.