Cosmetic compositions in the form of an emulsion having at least one aqueous phase and at least one fatty phase, the fatty phase having at least one vegetable oil, and the composition having at least one volatile solvent of C9 to C15 volatile linear alkane(s) type and at least one calcium carbonate.