Elsewhere, Norris' team-mate Oscar Piastri suffered an early setback at the start, losing a place to the Haas of Nico Hulkenberg. The Aussie soon regained the place with a fantastic overtake, however.
Lewis Hamilton currently sits third, finding no way past his Red Bull rival as the Mercedes' fell back from the front.
All the drivers managed to get off the line without an incident, staying away from the barriers around the street circuit.
Sergio Perez, who exited qualifying in Q2 on Saturday, charged his way up into the top ten just behind the Williams of Franco Colapinto in P9.
The Argentinian's more experienced team-mate Alex Albon, however, slipped down the order into P15.