You will not be able to stop it.
Once you target Dr. Light to exhaust by effect, the other player will receive priority and can activate his effect before your effect will resolve (and as previously stated, in activating, he will exhaust as a cost). Can't exhaust him before he gets his effect in the chain. You'd have to find a way to negate payment powers to keep him from using his effect.