You will need stone for crafting various items while stranded on the island, but ultimately you will run into some stone deposits. These deposits will be huge, and cannot be broken down by regular pickaxes. You will need a more powerful tool to break down the stone deposit.

Stranded Deep – How to Break Stone Deposits