Green’s Dictionary of Slang

(US) to leave.

1955		H. Kurtzman Inside Mad (2002) 13: Why doesn’t he scrambooch to the old actor’s home!
1994		C. Major From Juba to Jive 401: Scramboose v. interj. (1840s–1960s) to leave; variant of ‘scram’ .