The present invention relates to an anhydrous composition comprising:from 3% to 15% by weight of at least one lipophilic gelling agent;from 10% to 50% by weight of fillers including at least 5% by weight of a first filler and at least 5% by weight of a second filler different from the first; andfrom 40% to 85% by weight of at least one fatty phase; the weight amounts being given relative to the total weight of the composition.The composition in accordance with the invention affords comfortable anhydrous care with a soft-focus effect, i.e. it can render the skin microrelief matt and/or optically smooth, fill wrinkles, hide skin imperfections and better reflect light, while at the same time giving a pleasant feel and a novel sensory effect, that of oily care that is not greasy or tacky, with powdery transformation especially when it is applied, and with a velvety skin finish, and which allows the skin to breathe.