You can download an invoice as a PDF and print the downloaded copy. To download an invoice, open the Edit Invoice screen and click the "Download" button at the bottom of the screen:
You can then use your PDF Viewer to print the invoice. If you do not have a PDF Viewer, you can download Adobe Acrobat Reader for free.