CSS effect to indicate link is a video?

I've got a page with thumnbails that link to videos.

The thumbnails have a youtube style Play button. But I still only have 20% of folks clicking those. I want to make it clearer & more attractive.

So I'd like to add some sort of mouse over effect. I'm thinking maybe changing the mouse pointer to video frame or a play button.

Any thoughts?