Tried to download it using youtube-dl, their server returned a funny message.

HTTP Error 503: Have you the ability to read quickly as the light?

PS: The video is actually hosted on Google Video. Copying the relevant Google Video URL from devtools network monitor allows youtube-dl to fetch the video correctly.