there are at least 3 ways to save an opened pdf with chromes viewer.
Unless it comes from one of a number of journal or research sites, where at least one of those options will no longer work.
That's cause you aren't actually looking at a PDF, most likely. If you are actually looking at a PDF in Chrome's renderer you will definitely be able to save it.