Micro-nano bubbles are negatively charged so oil and dirt on workpieces stick to the bubbles, and are raised to the surface and removed easily in a cleaning tank. As the bubbles penetrate into the narrow gaps, and, rough and complex surfaces, especially, it is well suitable for the removal of oil and residual solvents in the surface treatment process of the plating and the anodic oxidation coating.