Picnic Hole is a lake located in Bolivar County, Mississippi. It appears on the Arkansas City USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 118.14 feet (36.01 m) above sea level. The nearest populated place is Port Anderson (historical), approximately 3.0 miles to the WSW.