VAT rules differ per precious metal and per product. Investment gold is exempt from VAT. For silver, platinum and palladium, you pay 21% VAT on bars and new coins.
There are also various ways to buy silver, platinum and palladium more favourably without paying 21% VAT, such as coins from various years and storage abroad.
For a detailed explanation, please see the following questions in the Tax return and VAT category: