Hello,

Please navigate to WooCommerce -> Settings -> Products -> Inventory and enable the “Hide out of stock items from the catalog” option.

https://monosnap.com/file/D74atH8XIEE1RF8375uQTE1JtNyQI5

Let me know if there is anything else I can help and have a good day!

Kind Regards