The Autumn Harvest Festival has returned to the Elegant Farmer, 1545 Main St., Mukwonago. The annual event runs from 10 a.m. to 5 p.m. Saturday and Sunday until Oct. 21 and features apple picking, a corn maze, tractor-pulled hayride, pony ride and train rides. Market hours are 8 a.m. to 6 p.m. Orchard hours are 10 a.m. to 5 p.m. during the festival. For more information, visit www.elegantfarmer.com.