Between May and August are the busiest times for tourist travel. I think that May or October would be my favorite time to visit. The roads in the park close for the season in mid-late October, and are inaccessible by car until mid April. It is possible to travel by snow machine, or with a tour group in the winter. From what I've seen, winter is harsh, but really beautiful.