Added the script :

<script type="text/javascript">
    $('#form1').keypress(function(e){
        if (e.keyCode == 10 || e.keyCode == 13) 
           {
         e.preventDefault();
         $('input[type="submit"]').click();
     }
    });
</script>

and I had to make sure the Submit button was the first button on the form.