I do it like this and it works exactly how you want it to work:
$("#myform").submit(function(e) {
e.preventDefault();
}).validate({
rules: {...},
submitHandler: function(form) {
alert("Do some stuff...");
//submit via ajax
return false; //This doesn't prevent the form from submitting.
}
});