The invention discloses a novel method for cleaning refractory cane juice for sugar factories by using a sulfurous method, belonging to the field of cane juice cleaning. The method is characterized by comprising the steps of: before preliming mixed juice, adding sodium carbonate aqueous solution with the weight content of 5-30%, regulating the pH of the solution to 6.5-6.7, producing to obtain crude syrup through a conventional processes, regulating the pH to 6.3-6.5 by using phosphoric acid, adding micro bubbles after heating, adding 2-5PPM flocculant and mixing with a foaming agent, entering to a floating device, condensing non-sugar impurities such as colloid and pigment in the sugar juice together, lifting by utilizing the bubbles, forming scum and removing. According to the invention, only a sodium carbonate dissolving bucket and a syrup floating system are needed to be added on the basis of the conventional equipment; lime and saccharifying calcium are not needed to be added and serve as auxiliaries during the floating treatment; therefore, the method has the advantages that the operation is simple, the investment cost is low, the cleaning effect is remarkably increased and the colloid, residual sulfur dioxide and water insoluble matters are obviously removed; and the method is suitable for producing qualified white granulated sugar by using poor-quality refractory cane juice.