Quote OP:
"I am able to send if I use javascript custom validation, but not sure about jquery validation plugin."
If you can already do this in a custom JavaScript function, then you should be able to put that inside the invalidHandler
callback function. It's fired whenever the submit button is clicked on an invalid form.