O'Leary Lake is a lake located in Jackson County, Mississippi. It appears on the Pascagoula North USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately -8.94 feet (-2.72 m) above sea level. The nearest populated place is Moss Point, approximately 0.2 miles to the SW.