Do you still have this Problem?
I can confirm the same behavior. I used Liz Castros Method, but the videos still autoplay.
Code:
<div class="video">
<video autoplay="false" controls="true" height="280" poster="../Images/rock.png" src="../Video/rock.m4v" width="340">Video</video>
</div>