Reports suggested that there where splits in the Arsenal camp after their 4-4 draw with Spurs, where the Gunners conceded two goals in the final minuted of the match.
Wenger said: “We were all very disappointed after Wednesday’s game. The mood in the dressing-room was one of dis-belief and frustration.
“But the players are united, passionate and want to win. They are in this together.
“We know the truth and are all determined to show we can fight for the title together.”
Wenger added: “The future lies in how much we learn from games like Wednesday. It looks like our future in this Premier League relies on how well we do against the other title contenders.”