The present invention relates to a solid anhydrous cosmetic composition comprising at least one non-spherical silicone elastomer and at least one silicone elastomer powder coated with a silicone resin. The invention also relates to a makeup process comprising the application to keratin materials of the said composition, and also to its use for obtaining a uniform makeup result that shows good fastness of the color over time.