The simple solution to this is to close the game, go into your control panel, sound and then switching your default microphone to a none used driver.

If you're using programs such as Skype, Teamspeak, Mumble or others to communicate, you can go into the settings of these applications and set them to use a specific microphone. Meaning you can still talk to your friends and you won't get the annoying audio issue in game.