It sets Pepe Mel's side up for the next three games which Sweden international Olsson believes will make-or-break their season.
They host Hull next week before crucial games against relegation-threatened Cardiff and Norwich.
Olsson said: "Hopefully this win is the turning point for us. We need to be careful because we are still very much in the relegation battle. We just need to keep believing."
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