GENEVA—The European Organization for Nuclear Research, or CERN, is gearing up for another run at smashing particles together to unlock the secrets of the universe.

That means anticipating a new round of conspiracy theories that its real aim is to blast open a gateway for apocalyptic demons.

Never mind that a few years ago, CERN scientists...