My theory is that it is the exotic brown eyes and black hair, AND that everything else is mostly indistinguishable from Western Caucasian features.
Other races have brown eyes and black hair, but they also have other differences, such as noses, lips and skin colour, and too many differences reduce rather than add to the attraction.