attraction to ugly people
Slang term, often used in online communities. Refers to a person who is attracted to or prefers partners considered unattractive by conventional standards. Compare with ブス専 (attraction to ugly women).
See also: ブス専
He's into ugly people, so he says he chooses based on personality rather than looks.
I saw the term 'B-sen' for the first time online.