A musician doesn't just pull from their life's experience "of music" to create music. They pull from their entire lived experience, their emotions, the experiences and emotions of their community and world.
An "innocent" AI cannot and does not have any of that. To say all a musician does to create new music is "listen to [existing] music" is reductive and ignores the inherently human expression that is music.