Remove currently pinned taskbar icon, run Musicbee and then pin the icon from that instance of Musicbee.
This seems easy enough that I thought I could handle it. Note that this happens to a lot of programs on windows for a cariety of reasons... from pinning the wrong shortcut to reasons related to version changes, so I would not consider this a musicbee problem.
They are not lazy... just more efficient.