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Have you tried right-click and unpin this program from the taskbar?
Regards
Please see this answer: Why latest emacs version dont support Windows 7 taskbar? - Super User. For me, it was working well in Windows 8.1, but after Windows 10 update it stopped working, so this may or may not work for you. This is, however, the best answer that I can find so far. Hope this helps.