East Lost Lake is a lake located in Otter Tail County, Minnesota. It appears on the Underwood USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 1,317.13 feet (401.46 m) above sea level. The nearest populated place is Phelps, approximately 2.5 miles to the NW.