The present invention relates to an anhydrous composition comprising:from 3% to 15% by weight of at least one lipophilic gelling agent;from 20% to 50% by weight of at least one filler chosen from spherical porous silica particles, spherical cellulose particles and powders of an N-acylamino acid bearing a C8-C22 acyl group; andfrom 40% to 85% by weight of at least one fatty phase containing at least 20% by weight of at least one oil chosen from hydrocarbon-based oils of plant origin, preferably triglycerides, Guerbet alcohol derivatives, preferably Guerbet alcohols and esters of a fatty acid and of a Guerbet alcohol, fatty alcohol ethers comprising from 6 to 20 carbon atoms, and linear alkanes comprising from 7 to 17 carbon atoms;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 optically matt and/or 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.