Same here - I am also on 3070 and using the latest drivers. Still have the black background.
There is a solution that a i posted before(below in the comments) someone commented it worked for them on 3070ti, which is to create a shortcut and set it to run like so: DesktopBird.exe --rendering-driver opengl3
