Working in a conference room with others

A guy I don't know is playing an 80's pop station on Pandora on his iPhone. It feels like a 24 inch needle is being driven into my head slowly.

Currently Jody Watley - Real Love is playing

What would you do?

If I put on my headphones - is that too obvious and rude? Should I even care about being polite?