Rathbun Lake is a reservoir located in Appanoose County, Iowa. It appears on the Plano USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 904.01 feet (275.54 m) above sea level. The nearest populated place is Iconium, approximately 3.3 miles to the ENE.