Try greasing as you turn lock to lock.If the grease won't go in, use a bit of heat carefully applied to the stub axle. It will melt the grease inside - not too much heat though!!
At 2003 it could have those "nylon" bushes.
DaveW '05 Red Roadster S1 '16 Yellow (Not the only) Narrow AR GDI Plus 4