In HTML5, you can add autocomplete="off" either at the form or input tag level. If you can't use HTML5, you can still add autocomplete="off" to the input tag but it isn't guaranteed to be used by all browsers because it isn't in the spec prior to HTML5.

See also: HTML5 <form> autocomplete Attribute