The invention provides a brushing vane type cleaning machine which comprises a cleaning conveying mechanism, wherein the cleaning conveying mechanism is composed of a limiting frame, cleaning rollers, transmission assemblies and a cleaning assembly; the cleaning assembly is composed of spray pipes, water pumps and water tanks; the spray pipes are communicated with the water tanks through water pipes and the water pumps; the limiting frame supports the cleaning rollers to enable the cleaning rollers to rotate around the axial lines of the cleaning rollers; and the transmission assemblies provide rotation power for the cleaning rollers. According to the brushing vane type cleaning machine provided by the invention, with establishment of the whole cleaning conveying mechanism, the functions of polishing and cleaning a workpiece are realized, and the destroy force of the cleaning rollers to the surface of the workpiece is simultaneously weakened with the arrangement of the spray pipes, so that the whole efficiency of cleaning the workpiece is improved, and the qualified rate is increased; and as the structure of the cleaning machine is simple compared with cleaning machines of other types, the production investment cost is further reduced.