Now I am really getting thirsty so I looked into this a bit more, as I wondered about multiple icons and multiple displays.
I am running multiple displays and if in Settings I have the taskbar on all displays and "Show taskbar buttons on" set to "Taskbar where window is open" then if I put Calibre onto a second display the second icon disappears of the main display's taskbar.