A cleaning method for preventing the surface gloss of rolled mirror surface aluminum from being reduced includes the steps that firstly, a rinsing solution is used for rinsing the rolled mirror surface aluminum, then high-pressure water cleaning is conducted after first-time wringing, second-time wringing is conducted after cleaning, then low-pressure water cleaning is conducted, third-time wringing is conducted after cleaning, then the rolled mirror surface aluminum is dried, cooled and finally coated and rolled, the rinsing solution used in the rinsing process is weakly acidic, the acid value of the rinsing solution is 15-25 mol / L, and the concentration of hydrogen ions in the rinsing solution is 0.12-0.15 mmol / L; and during high-pressure water cleaning and low-pressure water cleaning, the water temperature is 70-95 DEG C, during drying, the drying temperature is 65-80 DEG C, and the time for the rolled mirror surface aluminum to pass through a drying box is 6-13 s. According to themethod, the surface gloss of the rolled mirror surface aluminum can be well kept, the attenuation degree is controlled within 5 GU, the surface gloss of the rolled mirror surface aluminum product is kept, and the special requirements of downstream customers are met.