All dashboards setup to be emailed come with the report attached as a PDF. This means you can email the dashboard to retrieve a PDF version or download without using the Email dashboard option, by selecting the Print Preview option above the report. Ensure all dashboard widgets have been loaded prior to selecting Print Preview to provide an optimal download.  

In the Print screen, change the Destination to "Save as PDF" and select Save to download the report as a PDF.