RobW's way worked great for me. For people using jQuery here's a simplified version that I ended up using:
var iframe = $(video_player_div).find('iframe');
var src = $(iframe).attr('src');
$(iframe).attr('src', '').attr('src', src);
In this example "video_player" is a parent div containing the iframe.