Down to Goblin Town as sung by the Great Goblin…
This song is only in the extended edition, and not the theatrical, version of the Hobbit: An Unexpected Journey.
The Great Goblin is of course voiced by Barry Humphries.
The song is different from the song the Goblins sing as they take the Dwarves down into Goblin town in the Hobbit book.