I would not call it a horror movie!
as the same suggests, a quiet place, there are hardly 10 - 20 spoken words in the movie and the entire movie is silent deaf and dumb actions...Its good the effects and representation of love, happiness, sadness, pain, anger in silence is remarkable...there were times when watching I had goosebumps and would shout up from my seat but the they represented the same feeling in silence.