If you can't download the PDF files in the usual way, install a download manager like Internet Download Manager. Next time you click the PDF it will be automatically downloaded to a location you select. You can obtain IDM from its official website. Make sure that during the installation, all browsers are closed. This is necessary for IDM to add the proper extensions to capture the downloads automatically.
