How to remove countersunk baluster screws

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How do I remove countersunk screws where the head is not accessible? I'd like to find an easier way to do this than breaking drill bit after drill bit, trying to drill a large enough hole to pull the head end throughPicture showing existing countersunk screws and my crude attempt to remove these screws that are vestiges from wooden balusters

Best Answer

You could use a plug cutter to remove the screw and surrounding wood.

Typical plug cutter