I haven't had this problem before, but maybe there's something wrong with your servo. If you have a spare servo, unplug your old one and try the spare. Maybe something is shorting out in your servo??
Just a suggestion
I take it that when turned off you can move the wheels left and right, nothing is blocking the steering?