Currently, there's no option to customize the invoice to show the VAT amount charged on each item. You can only enter or assigned a VAT rate on each product/item.
However, the total VAT amount charged shows in the bottom right-hand corner of the invoice. And, calculated based on the entirety of the VAT rate used for the whole transaction.
I attached a screenshot below for visual reference.