To download an invoice begin by clicking the profile photo in the top right near your marketplace name. 

Then, click settings.

Then, on the left side of the screen, click on billing

Then, go to receipts:

One you are on the receipts tab, you can add additional information to your receipts or invoices, and download past receipts.