Contextual menu in Safari does not offer option to download PDF
You have a couple of options. 

If you move the mouse to the bottom-center of the screen it will appear a menu where you have an option to save to disk. See image below.



Additionally, you use Print option, and there is an option in the bottom-left of that menu called PDF that you can use to save the document.