Green’s Dictionary of Slang

midget from Harlem n.

(US short order) a small chocolate soda.

[US]Charleston (WV) Daily Mail 9 Oct. 8/8: This is the fantastic jargon of the soda jerkers: [...] a ‘midget from Harlem’ is a small chocolate soda.