No, it isn't doing that for me. If I play on my desktop and fullscreen the window, it isn't an issue. However, when I run the relay browser in a window, or when I use it fullscreen on my Surface Pro as in this screenshot, I don't have any scrollbar.
The surface pro lacks a scroll wheel, but...