While creating invoice click on “Save & Download” button to download the invoice as pdf.
Also while sending invoice to customer by clicking on the attachment the invoice will be downloaded as pdf.
Or Go to the Invoice tab, navigate to Action tab & click on the download icon to download the invoice PDF.