I had the same problem. Instead I pressed ESC then Restart Game thinking it would restart the level or return to the level select screen. But no, I'm back at level 0. :-(
Web version. I think it’s just the browser doesn’t know what to do with a terminated Unity application. And it’s only if I choose to quit, so it’s not like I was expecting it to continue.