Teratophilia

Clinically, teratophilia is a term that refers to having a sexual attraction to people who are "ugly" or have physical deformities or as an attraction to monsters. Sometimes, also described as "The ability to see beauty in the unusual" with the caveat that "Beauty is in the eye of the beholder." This is an uncommon and little studied paraphilia about which there seems to be little documentation.