The Smoky Mountain Harvest Festival is a 12 week celebration of the fall season. Gatlinburg is rolling out all the stops with seasonal decorations. The Gatlinburg Harvest Festival will feature over-the-top fall displays including life-size, 3-dimensional scarecrow people.