Due to the nature of blockchain, it is impossible to delete it as the original information would always remain in the block history.
It is however possible to hide it, go to the video, click on edit, advanced edit, and change visibility to 'Unlisted'.
Thanks for the info, I didn't know there was a visibility option. 👍