But having lost the 2006 Champions League final with the club, one of the greatest regrets of his career, Henry would love to return to help them right that wrong.
Reflecting on his career, Henry said: “I think about the stuff that I missed. How can I forget about the Champions League final?
“Hopefully I can go back in some capacity and finally be part of a team that can lift that trophy.
“That’s something I think about. We didn’t win the Champions League with Arsenal. With that team that we had, we failed.”
Arsenal had goalkeeper Jens Lehmann sent off early in the game against Barcelona in Paris and though Sol Campbell gave them the lead, Samuel Eto’o and Juliano Belletti gave the Spanish side victory.
Henry believes he has a lot to learn before he can consider returning to the game as a coach.
He said: “I don’t have the pretension to know right now if I can be a good coach or not, but the desire is there, we will see.
“First and foremost, you want to learn about the game. Because you know the game, it does not mean you can teach it or see the game the same way when you are on the other side, being able to deal with egos, preparing a season, handling a defeat.
“I knew how to handle it before, because if I played well in the next game, it was okay, but as a manager, it is not the same thing.
“The desire is there, but we will see what is going to come next.”
There was speculation Henry may look to continue his playing career at Arsenal, for whom he is the club-record goalscorer.
But he said: “You kind of never leave Arsenal. People want to know about the playing side, but we did not talk too much about that — how many comebacks do you make?
“At one point it will turn out to be a bad movie. We all love the first Rocky, but then I don’t know about the last one.
“I feel I never left Arsenal, although I did. I had one comeback, and I guess that was enough.”
Henry was initially signed from Juventus in 1999 by Arsene Wenger and was converted to a potent central striker who notched 228 goals in 377 games across two spells with the Gunners.
After winning the Premier League title twice, including the unbeaten season of 2003/2004, as well as the FA Cup three times, Henry left Arsenal in 2007 and joined Barcelona, where he won the Champions League in 2009 along with two Spanish League titles and the Copa del Rey before moving to the United States.
The Frenchman returned to Arsenal to make four appearances on loan in early 2012, and added two goals to his tally, including a memorable late strike in the FA Cup against Leeds.
“I cried when I left Arsenal, I’m not ashamed of saying it,” he said.
“I love Arsenal but I’m a competitor and I didn’t see the team going the way I wanted to go so it was a bit difficult.
“When I arrived (at Barcelona): Deco. Ronaldinho. (Lionel) Messi, Eto’o, (Andres) Iniesta, Xavi. Yaya Toure. I went there for a reason.
“I was part of one of the most successful teams in the history of the game and I was proud to be. My Barcelona time completed what I was looking for.”
Henry, who scored 51 goals in 123 appearances for France, winning the 1998 World Cup and Euro 2000, felt the time was right to hang up his boots.
He said: “After 20 years in the game I have decided to retire from professional football.
“It has been an incredible journey and I would like to thank all the fans, team-mates and individuals involved with Monaco, Juventus, Arsenal, Barcelona, the New York Red Bulls and of course the French national team that have made my time in the game so special.
“It is now time for a different career path and I am pleased to say that I will be returning to London and joining Sky Sports. I will hopefully share some of the insights, observations and experiences I have learnt over the years with you guys.
“I have had some amazing memories (mostly good!) and a wonderful experience.
“I hope you have enjoyed watching as much as I have enjoyed taking part.”
Henry’s career was packed with glittering highs as he was won a host of major honours.
There were, however, low points and moments of controversy.
Henry was arguably the greatest player never to win the world player of the year award, although he twice finished second, to fellow Frenchman Zinedine Zidane in 2003 and Ronaldinho 12 months later.
His most infamous moment came in 2009 when his handball teed up William Gallas to score a goal that secured France’s qualification to the 2010 World Cup at the expense of the Republic of Ireland. A barrage of criticism followed, prompting Henry to say “the fairest solution would be to replay the game”.
That replay never did happen and yesterday Henry was in philosophical mood about his career. “I am at peace with what I have done in the game, I always think things happen for a reason.”