You are not allowed to advertise consumer goods for sale to buyers in the UK or the EU without VAT included at the correct rate. The correct rate of VAT for books in the UK is zero.
BTW it doesn't matter where the site is, if you ship to the UK or EU you must display your prices inclusive of VAT at the correct rate at the point where the goods are displayed.