Pelican Lake is a reservoir located in St. Louis County, Minnesota. It appears on the Orr SW USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 1,289.37 feet (393.00 m) above sea level. The nearest populated place is Orr, approximately 3.5 miles to the E.