The thing is, they're bathed in Silmaril light every night. (Assuming we buy the ridiculous premise, which is patently anti-canon) Earendil was put up in the sky as a star by the Valar with a Silmaril.
This plot makes as much sense as having Abraham Lincoln show up as a Cthulhu cultist.