Can't access youtube only

I can't access youtube from one of my machines on my local network. www.youtube.com seems to be the only inaccessible site.

ping www.youtube.com gives ping: unknown host www.youtube.com.

On other machines on the same network, I can ping youtube with no problems. What can be the fix here?