Callisexual

Callisexual is an orientation where one cannot tell whether what they feel is sexual attraction or aesthetic attraction.

History
The term was coined on or before November 20th, by tumblr user onebay1.

Etymology
The name callisexual comes from the prefix calli, which means 'beautiful.'