Simplest solution I could find:

1. pip3 install myst-parser, then add extensions = ["myst_parser"] to your conf.py.

2. In your .rst file,

   .. include:: ../README.md
      :parser: myst_parser.sphinx_
   

Done. No need for any intermediary files.