Chipmunks do not like the smell of hot peppers, and thus, will be driven out of your garden. You can use hot sauce also. You can try planting some unattractive plants, like narcissus flowers, which will keep them away. Daffodils are also a good option to maintain beauty in your garden and drive these animals away at the same time.