Oh, alright. I got it now. I was thinking that there would be an actual "control panel" folder like on some newer OSes and I was going nuts trying to find it.
Simply moving the After Dark program file to a different location disabled it.
And now that it has started up in regular mode, my changes to the background are staying put.
Thanks for everyone's help! :b&w: