Re installing Matplotlib likely over wrote your changes to the default matplotlibrc file. You should not have to re install Matplotlib to change the back end.
See https://matplotlib.org/faq/usage_faq.html#what-is-a-backend and the looks from there for how to change the back end with out editing the conda installed files.
Tom
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