If its like a "whirr" or "hisss" sound and comes from the rear of the car, that may be the fuel pump. Normally it sounds when you put the ignition to "on", which is a sign that the pump is pressuring up to start the engine.

Do you keep an ample fuel level on your car or laging malapit sa "e"?