Green’s Dictionary of Slang

fresh n.2

1. (US Und.) a gullible individual, a potential victim.

[US]Brooklyn Dly Eagle (NY) 11 Dec. 4/7: ‘The Ballad of the Bunco Man’ [...] It happened that this bunco man / [...] / A ‘fresh’ he chanced to meet.

2. see fresher n.