Green’s Dictionary of Slang

deep n.

In phrases

have (someone) in the deep (v.)

(US) to confuse.

1896

F. Hutcheson Barkeep Stories 127: ‘[I]t had me out in de deep fer a long time tryin’ t’ find out whedder it was a cat wid de fits er me wid de snakes’.