After you upload your video, you can also upload and set a custom image for your video thumbnail. 

Under the Pictures section click the Multiple Upload button to choose an image from your computer.

Once added you should see a thumbnail of your image just like in the image below.

Be sure to check the box that says Poster Image. This is what will set the image to be your video thumbnail.

Click Submit when done.