Is Too Much Amplifier Negative Feedback Bad?

Feedback is an ubiquitous and unavoidable basic technique that keeps the world running. It is only controversial in consumer audio, and then only specifically in power amplifiers. Some audiophiles believe too much negative feedback will diminish sound quality in amplifiers while others believe no feedback is even better. Is any of this true or is it just another audiophile myth needing to be busted?