Explore hiking trails around Mount Olive, New Jersey. The best hike near Mount Olive is Mt. Tammany Lookout Loop via Blue Dot Trail and Red Dot Trail, a 4.2 mile loop in Delaware Water Gap National Recreation Area. Mount Olive has population 28886.0.