acquired taste

Short definition from Wiktionary

Noun

1. 1
   A taste which is not natural or innate, but which has developed through habit or learning.
2. 2
   Something that is appreciated only after having initially been regarded as unappealing or unpleasant; a person who is regarded as difficult or dislikable but of whom at least some have grown to approve.