I've been searching a bit on how to use Jquery Colorbox onLoad when I finally found out the solution thanks to Biostall.

It seems there's an optional parameter called open that you need to use.

$(document).ready(function() {
$.fn.colorbox({href:"thankyou.html", open:true});
});