autocomplete="off". Not sure if every browser supports it, though. MSDN docs here.
EDIT : Note: most browsers have dropped support for this attribute. See Is autocomplete="off" compatible with all modern browsers?
This is arguably something that should be left up to the user rather than the web site designer.