Trick scare

Was anyone else really creeped out by the scene with the aliens in that large horse-training building that the black guy is seeing? I actually was tricked into believing they were real aliens, cos they looked different to the alien greys so prominently shoved down our throats in popular culture but no less terrifying, only to find out it was something else entirely. Really gave me a scare, regardless.