According to WIKI the first one appears to be back in 1999.
It does say they won one in 2014, I presume that was last night.
http://en.wikipedia.org/wiki/List_of_awards_and_nominations_received_by_Led_Zeppelin
I confess, I did not watch, I overheard one of my colleagues talking about it.