I figured this by adding a JavaScript code, which disabled the submit button after it was clicked and there were no validation error.
I had to modify some of the files from chronoform library to do this because when i added a normal JavaScript code, it used to disable the button after the submit button click, it did not check if the validation was fired or not, So, if the validation was fired i was not able to correct the validation error because it disabled my submit button.