Nukes. Early tests carried out without absolute confidence of what would set out apocalyptic chain reaction.
Could argue we knew it was dangerous, but pursued it anyway. Could argue it's not much different than now: Unknown unknowns, potentially apocalyptic consequences, hopefully not.