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The underground cave was the hiding place for stolen yachts.
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The underground cave was used by Captain Cutler to hide the yachts that he had stolen. Access was gained by depressing a rock by the entrance to the cave. The gang found him there as the Ghost of Captain Cutler and uncovered his plot.