Arsenal were also booed off at the final whistle, which confirmed they had dropped to 10th place in the Premier League - three places below Swansea - but Wenger was confident he could steer the club out of its current predicament.
"We are in this job to turn it round and I am confident we will because of the quality of the players and the spirit we have in the team, so it is a good moment to stick together," he said.
"At the moment we are consistent away from home - our results are positive - but at home we haven't produced the performances since the start of the season that you would expect from us, and that's why we have to find a solution. "At the moment it looks like we are playing with the handbrake on at home and it's not fluent, what we do. There might be a psychological component in there as well.