As Peckris says, acknowledge the source out of politeness. I'm sure that most sites realise that their images can and will be downloaded.
And for those that can't, I screenshot the webpage, paste it into a Word document and then save the image as a jpeg file where it can be cropped with something like Adobe Photoshop.