Welcome to the Apple community.
The books are not actually in your iCloud storage, they are links to the books in the book Store. What you are seeing is your purchase history and as such cannot be deleted.
You can however hide your purchases, which you can do from the QuickLinks > Purchased option from the main page in the iTunes Store on your computer.
Alternatively you can hide them all at settings > books > show all purchases > off.