Yep, not all good art elicits feelings of wonder and positivity.
Based purely on your reaction, I'd say the work is that of genius.
You remembered the work, expressed disdain with gusto! Wonderful! An artists dream. Far better a strong response than nonchalance.
Mediocrity is the fear, not negative response.