Ok. I have found the answer, finally.
PC settings - Ease of access - Other options.
Show Windows background. I have it off by default. If I turn it On, I see a watermark
View attachment 31
Curious thing is, though, as you can see, I can still choose a background. Solid colours Dark blue in my case, with it "Off"