The busiest times to visit the Great Smoky Mountains National Park are during the summer months and the month of October - the peak season for fall foliage when the park comes alive with a blaze of brilliant red, orange and yellow leaves. Some of the best colors can be viewed along Newfound Gap Road, the 32-mile stretch of U.S. 441 that winds from Gatlinburg, Tennessee, to Cherokee, North Carolina.