I think I found a solution here:
In Steam Big Picture go to Settings -> In Game and disable "Scale Steam Overlay text and icons to match monitor settings".
That did it for me.
Thanks for posting this. I have exactly the same issue.
Since yesterday Steam Big Picture keeps restarting in the background while Big Box is running. Very annoying.