You can set the video to play once the lightbox is open.
Add the following highlighted code into your Video Lightbox YOUTUBE code snippet:
<a class='youtube' href="http://www.youtube.com/embed/VOJyrQa_WR4?rel=0&wmode=transparent&autoplay=1" title="INSERT TITLE HERE">