A good majority of thinga are hidden in plain sight.
Not usually of that magnitude, however. You don't hide things in plain sight when you're trying to keep it secret from the other 99% of the world's population.
Area 51 has some nasty shit there, or at least used to. A bunch of workers were poisoned from materials they burnt there. Their symptoms were dreadful and they all ended up dying horrible deaths.