Icicle Lake is a lake located in Cook County, Minnesota. It appears on the Eagle Mountain USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 1,877.92 feet (572.39 m) above sea level. The nearest populated place is Maple Hill, approximately 16.6 miles to the SE.