The present invention relates to a composition comprising: (a) at least one liquid oil at 25° C., (b) at least one wax, (c) at least one oil gelling agent derived from glutamic acid, and (d) at least one nonionic surfactant. The composition according to the present invention provides high removability and good feeling after rinsing-off without requiring further cleansing. In addition, the composition according to the present invention can provide high stability and good spread ability.