The present invention relates to a liquid cosmetic composition comprising, in a physiologically acceptable medium:at least 20% of water,at least alkylcellulose, preferably at least 1% of alkylcellulose,at least one first hydrocarbon-based non-volatile oil, chosen from: C10-C26 alcohols, preferably monoalcohols;optionally hydroxylated monoesters, diesters or triesters of a C2-C8 monocarboxylic or polycarboxylic acid and of a C2-C8 alcohol;esters of a C2-C8 polyol and of one or more C2-C8 carboxylic acids,at least one second non-volatile oil chosen from silicone oils and/or fluoro oils;at least one third oil, the said third oil being chosen from hydrocarbon-based oils other than the said first oil;at least one surfactant, preferably non-ionic.