Rovers snatched the winner on 72 minutes through Colin Kazim-Richards' scrappy effort after Wojciech Szczesny had parried Martin Olsson's shot.
Wenger said: "The season is not over. For you maybe, not for me.
"If we feel sorry for ourselves we would be completely wrong. We have a massive game on Tuesday night and we have to show that we some response in the team."