False Swipe will fail. A Pokemon with 1 HP cannot be hit by False Swipe, and the Move will fail to defeat the target. In this case it is the only move that can deal 0 damage.
> If the target has 1 HP remaining, False Swipe will hit and leave the target at 1 HP.
Have a look at Bulbapedia for the source.