Ah, I had the same issue and was wondering if there is some violation but DRC didn't complain. I finally found this post. If you wonder where that highlight button is, it's on the right side two icons below the select tool. It's circled in the attached image. Then as bobc said, you just click somewhere in the black area outside your board (maybe other places work, too). To refresh the view you can also press F3.