The present invention provides an eye make-up cosmetic composition containing a low-specific-gravity oil and a low-specific-gravity powder. The present invention provides an eye make-up cosmetic composition with excellent curling holding force, wherein the composition does not contain water and aqueous ingredients at all and contains a low-specific-gravity oil and a low-specific-gravity powder together, thereby allowing a formed curling force to be maintained as is, all day, when the composition is coated on hair such as the eyelashes.