We Tokyo Backstreets Bike Tour have a tour in Ashikaga, about 2 hours by train from the central Tokyo. We use rent-a-bike there.
Now, you can enjoy a lot of autumn leaves with wonderful red and yellow colours at a few places inside the town.
It must be ideal place to see the leaves by day trip from Tokyo.
You can also taste some local foods of Ashikaga.