The present invention relates especially to a solid anhydrous cosmetic composition comprising at least: at least 0.1% by weight of hollow particles relative to the total weight of the said composition, said composition being chosen from hydrophobic silica aerogel particles; a volatile oil; at least 5% by weight of at least one organopolysiloxane elastomer; and a wax.