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Which version of Office are you using? Please go to File>Account in an Office app to view the Product Information.
I reproduced you issue on the following Office version, please have a look.
Please refer to this blog about Dark Mode provided by CharlesKenyon-8472.
Go to File > Options > General > Personalize and select the Disable dark mode checkbox to check this issue.
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