Provided is a method for preparation of a sustained released pharmaceutical composition, wherein an active ingredient and a cellulose derivative dissolved in a lower alkyl alcohol solvent are processed with granulation such that the PEO does not need to be processed with granulation or sizing to achieve uniform drug distribution. Besides, the specific range of the viscosity of the cellulose derivate provides better uniformity to the sustained release pharmaceutical composition derived from the above preparation method.