Tone When Toggling Mute

When I'm in a meeting and I mute our unmute my microphone, I hear a tone through my speakers. 

I have a Plantronics Blackwire 3200 Series headset, but do not have permission to install the Plantronics software on my work computer.

How do I disable that tone?

Thank you.