It was above-average for horror.
No, you're just looking in the wrong places for horror. See The Orphanage, The Innocents, Let the Right One In, Phantasm I/II, The Others, The Thing, Toolbox Murders, and Videodrome to name a few.
Horror is only average if you don't know anything about it.