Onihei is based on the historical novel series Onihei Hankachou and tells the story of Hasegawa Heizou, who metes justice on wrongdoers and supervises the crackdown on arsonists and robbers in Japan's Edo period (1603-1868).
Source: ANN (slightly edited)