"When you come back to 3-2 at home you expect to hold the result, and it didn't happen so obviously the whole team is really disappointed," he told the club’s official website.
Robin van Persie scored a double which looked to have given the Gunners the win but Steve Morison’s 85th-minute goal gave the Canaries a share of the points.
Coquelin conceded that the draw was a huge blow to his side's Champions League hopes, and now feels that they have no choice but to go to West Brom on the final day of the season and get a victory no matter what.
"We played better in the second half and scored two goals, but fair play to Norwich, they didn't give up and got the equalizer. We're battling for third, but this was a massive blow," Coquelin stated.
He added, "It is not down to us now, we just need to focus on West Brom and try to claim the three points. We will give 100 percent until the end of the season. We have one last game and we need to win."