How to Get and Enable Dark Mode in New Paint App in Windows 11 22H2 ()

Microsoft recently rolled out (version 11.2304.17.0) for MS Paint app for Windows 11 that added support for Dark Mode. Right now, the same update is available for Windows Insider running the latest Windows 11 build in the Canary and Dev channel.