You can't download invoices in the Kantan app, but you can export/email them to yourself.

You can click on Office at the bottom navigation bar. Then click on Invoices under the CHP or Kantan section. You can then click on Select at the top left (as shown on image) to select the invoices you want to send to yourself. An email template will pop up for you to write your email address. Click Send after that.