This reads like spam since you didn't specify any particular video, but instead just linked to the front page.

The videos seem to be hosted on YouTube, and there are any number of downloaders that will handle that. Easy instruction: pause the video when it starts playing, use the share option that appears to copy the URL to your clipboard, then paste it into the downloader of your choice.