For horse lovers, here is a quick list of festivals involving horses:
Souma Wild Horse Chase Festival
My favorite is the second, a two-day festival with colorful flags and great-looking horses.
Meiji Jingu in Harajuku has its own Yabusame festival. Here are some details at Tokyo Cheapo.
This is much cheaper if you are traveling in and around Tokyo.