That is, the water-containing gel-form cross-linked polymer is dispersed in an organic solvent of a hydrocarbon such as hexane and the like, and azeotropically dried so that the water-containing gel-form cross-linked polymer has a moisture content of 40 mass % or less, and preferably 30 mass % or less.