He is reported to have stolen a large sum of money from Nounes and fellow mobster Dutch Voight, after which Nitti fled to Chicago.
Hänen kerrotaan varastaneen suuren summan rahaa Nounesilta ja mafioso Dutch Voightilta, minkä jälkeen hän pakeni Chicagoon.