Make sure they are downloaded:
Add and download music, shows, and movies from the Apple Music catalog - Apple Support
If you subscribe to Apple Music, you can add songs, albums, playlists, shows, and movies to your Library from anywhere in Apple Music. You can also download your content so that you can listen to or watch it when you're not connected to the Internet.