I'm not able to get my Chrome to autofill automatically on page load to test this, but you can try adding autocomplete="off" to your fields, then removing the attribute on load:
$(window).load(function() { // can also try on document ready
$('input[autocomplete]').removeAttr('autocomplete');
});