Go to the Control Panel and open Sounds and Audio Devices or Multimedia... (depends on your Windows version).
There's a menu there called Sounds where you set which sounds you want associated with actions. The one you're looking for is Start Navigation. Set it to "None", or a different sound if you prefer.