Ghost fish is a really spooky and the rarest fish only fished in Graveyard Island. To find it out, go to the house on the mountain in Island of Whispers and read the red book on the bed.

Unlike most fish it will reverse the controls in the Fishing mini-game and require you to move in the same direction as it is going.