A wheel weight-reducing pit cleaning device is provided. The wheel weight-reducing pit cleaning device comprises a lower lifting driving system, a side brush system, a ring brush unit, a ring brush system, a clamping driving system, a pressing system. The weight-reducing pit cleaning device is used for cleaning and removing the edge burrs of the drainage groove and the weight reduction groove at the wheel weight reduction pit.