The invention provides matte coated paper with an ultra-fine surface feeling and a preparation method of the matte coated paper. The matte coated paper comprises a raw paper layer, a pre-coating layerand a surface coating layer, wherein raw paper layer pulp comprises the following raw materials in parts by weight: 50-90 parts of short fiber pulp, 5-30 parts of long fiber pulp, 5-30 parts of mechanical pulp, 2-5 parts of a flow aid, 1-4 parts of a filter aid and 3-8 parts of cationic starch; the coating is prepared from the following raw materials in parts by weight: 70-90 parts of ground calcium carbonate, 60-80 parts of light calcium carbonate, 50-70 parts of latex, 20-26 parts of starch, 4-6 parts of a dispersing agent, 3-5 parts of a defoaming agent, 3-9 parts of a lubricating agent, 5-8 parts of a thickening agent and 3-5 parts of alkali liquor. The matte coated paper prepared by improving the flatness of the base paper and optimizing the formula of the coating is fine and smoothin paper surface, high in printing performance, small in flexibility and high in book strength, and can be suitable for a high-speed printing machine.