I am An HR Manager,
Since You Have not yet printed your visa, you have to leave the country and they new company will recruit you on a new visa (NO NOC Required).

But do not make finger print, since they can make a RP for you.

but what you are doing is a horrible thing since the company brought you from your country on their own expense and then you decided that you want to find another job (which is relatively easy here).

Well its none of my business, but good luck