The Ultimate New Hampshire Fall Foliage Drive on Kancamagus Highway. If you are a fall lover, a drive on the Kancamagus Highway scenic byway through the White Mountain National Forest in New Hampshire is a leaf peeper’s dream. This stretch of road is a must-see autumn destination with breathtaking views.