Even post 2004 could still have a vacuum system related noise. The brake boost and HVAC controls are vacuum controlled.What year? If a pre-2004 it could be the reserve vacuum "leaking away" from the air duct recirculate flap or the turbo actuator??
Pressing the brake pedal would use up the reserve vacuum after a pump or two and the noise would stop...
-dave