OK, it looks like I wrongly blamed my environment, but I just made false assumptions.
I assumed[1] that Sphinx will process the list of extensions inside conf.py and will install what is missing. But this list only defines which extensions will be used during build process.
All extensions must be installed earlier. For example using pip.
[1] I'm just starting my adventure with Sphinx.
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petee