Green’s Dictionary of Slang

(US campus) said of a joke which can only be appreciated within a subscribed group, i.e. ‘you had to be there!’.

1982		Eble Campus Sl. Fall 4: location joke – a joke which no one else understands.
1989		P. Munro Sl. U.