For example, to love beauty is called "philocaly". Does this have an opposite?
I propose misocalia, from misogyny.
Suffixes with the common part -phil- (-phile, -philia, -philic) are used to specify some kind of attraction or affinity to something, in particular the love or obsession with something. They are antonymic to suffixes -phob-.
Phil- (philo-) may also be used as a prefix with a similar meaning.
Calophobe would be the antonym of philocaly, meaning to dislike, or hate, beauty.