Switching DACs in ITunes integrated mode

Used to be that I could swap the audio device while in ITunes Intergrated mode., which is my default use case. Now I have to get out of it before changing it. What gives? Surely, it cannot be a complicated thing to do?

Have you tried to stop the music first?

Yes. But it does not show me the option to change audio settings when in integrated mode.