Go to the Subscription page
Open the Invoices tab
Scroll down on the Subscription page until the Subscription history section and click on the Invoices tab:
Download the invoice
Find the payment that you want to have an invoice for and click on the Download icon on the right side of it:
If you don't see the "Invoice" column, scroll the table horizontally.