Edit in JSFiddle

$(document).ready(function() {
    $('img').error(function() {
        $(this).remove();
    });
});

              
<img src="non-image.jpg" />
<img src="http://kachibito.net/wp-content/uploads/2011/10/00-red.jpg" /><br>
<img src="non-image.jpg" /><br>
<img src="non-image.jpg" /><br>