This doesn't happen in any other browser, including Safari. Turning on compatibility mode doesn't help. I'm running the latest RC.
UPD: this only occurs when Auto Play is set to "Stop Media with Sound" or "Never Auto-Play". The latest non-RC version is affected as well.