In reverse, "point blank" is an archery term indicating the distance where, with your bow fully drawn, the point of the arrow can be sighted directly on the target. (Closer and you have to bring the point down, farther and you have to bring the point above the target.)

It seems that "point blank" has come to mean simply, "a shot you can't miss".