You can disable products, thus keeping them on the report by doing the following:
1. Click the 'Stock' button.
2. Select 'Products'.
3. Here click the category, in which is the product you want to deactivate.
4. Now click on the stock item.
5. Click the Green Switch to turn grey. Meaning you deactivated the product.