If you prefer for Chrome to download PDFs and not use the preview view mode you need to disable the PDF viewer plugins.
In the Chrome URL address bar type:
Look for and disable Chrome PDF Viewer
You may also need to disable any Adobe Reader plugin.
Close and restart Chrome and now PDFs will be downloaded.