Now this gets weirder.
I had Calibre open on the second monitor. When I moved it back to the main monitor, shut it down, started it back up, it opened with everything else hidden (just the way I like it).
When I tested because of the OP's query, I did Multiple
Restarts (ctl-R) after making changes . I even tried Closing Calibre and a fresh startup