Rattlesnake Mountain is a peak of the Kittatinny Mountains in Sussex County, New Jersey, United States. The mountain stands high. It lies along the Appalachian Trail in the Delaware Water Gap National Recreation Area. Located near the junction of Mullins Rd. (unmarked) and the trail. Rattlesnakes like any of the rocky areas of the Kittatinny Ridge, for sunning themselves.