Watermelon Bay is a bay located in Calcasieu County, Louisiana. It appears on the Moss Bluff USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately -1.05 feet (-0.32 m) above sea level. The nearest populated place is Moss Bluff, approximately 1.3 miles to the WNW.