Fall Getaway in Rhode Island

Looking to do a little fall weekend getaway in Rhode Island sometime soon. We’ve done Newport before, so I’m curious if there are any other towns or areas worth checking out this time of year. Mostly looking for somewhere scenic and relaxing with good food, hiking, or just nice places to explore. Any favorites?