Do you? I don't. I'm using google.co.uk on PC, with both Chrome and Firefox, and can always freely get the image this way.
You do have to wait for the image to have fully loaded, mind, but otherwise it's quite literally embedding the image anyway - right-click, View Image, and you've got it.
If you do that you usually end up with a low-resolution image on a url of the form https://encrypted-tbn0.gstatic.com/images?...