We combine the eyebrow-raising quantum phenomena of erasure and counterfactuality for the first time, proposing a simple yet unusual quantum eraser: A distant Bob can decide to erase which-path information from Alices photon, dramatically restoring interference, without previously-shared entanglement, and without Alices photon ever leaving her lab.