While drilling a well, drilling fluid (mud) is pumped through drill string, it comes out through bit nozzles, enters the annulus, travels up the annulus and finally reaches the surface and comes back to mud pit through flow line. Figure below is illustrative of what i have stated.
Thus in the process of drilling the annulus is always kept full of mud.