Celia Lake is a lake located in Pope County, Minnesota. It appears on the Lake Minnewaska USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 1,232.91 feet (375.79 m) above sea level. The nearest populated place is Starbuck, approximately 6.7 miles to the NNW.