But it's not self-defense; it's a reliance of them believing a lie.
If one was to assault the robber, then they'd have attempted to defend themselves physically, or if they tried to reason with the robber, then they'd have defended themselves in a moralistic fashion, or even fleeing would have been a viable option.
Instead, they've chained themselves to a lie, hoping to be believed.