Yes, the Digital Millenium Act prohibits it.
EDIT: Excuse me, I misread that, I thought you were talking about downloading it and re-uploading it on your own site. Embedding is another story... I don't know where the law stands on that, but since Youtube allows embedding, and helps users to do it, I think that counts as permission.