By default products that are out of stock are displayed on your website. To hide out of stock products you need to enable this setting in your control panel.
From the Neto dashboard, select Setup & tools > All settings & tools
On the Setup & tools page, select Webstore settings
Check Do not show out of stock products on the thumb lists
These settings will apply to your web shop, Facebook shop and mobile shop.