Unfortunately, there's no official YouTube Music desktop app till now, let alone downloading music for offline listening. Likely considering more and more people are accessing music through their smartphones or online, YouTube Music has a priority to provide a mobile and web-based platform for streaming music and music videos, over developing a standalone desktop app.