Michael Olise had opened the scoring for Les Bleus, but Pio Esposito equalised for the hosts.
Davide Frattesi gave Italy the lead for the first time in the match before Esposito established a two-goal advantage from the penalty spot.
The result means Zidane’s men have failed to beat the Azzurri home and away.
