To download the invoice in the PDF format just navigate to the Invoice tab. Thereafter you can see a page with the list of all the invoices. You can also view the details of any particular invoice in a new page. So there is a Download option in both the invoice list page and the invoice detail page. Once you click on that Download option your invoice will be downloaded in the PDF format.