Buttermilk Mountain is a summit located in Cumberland County, Maine. It appears on the Orrs Island USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 116.54 feet (35.52 m) above sea level. The nearest populated place is Gumet (historical), approximately 0.7 miles to the SE.