To download your invoices for past orders, simply log in to your account, then click on "Order History". You'll be able to view all your previous orders. Choose the order you're looking up. Proceed to click on the yellow tab labelled “Invoice” and voila! You can now download your invoice!
Account > Order History > Choose Order > Invoice