Benfica tabled a €10 million offer for the Costa Rica international after receiving encouragement from the player's camp.
But Gunners boss Arsene Wenger refused to consider selling Campbell on deadline day, says Record.
For his part, Campbell is becoming frustrated over his lack of action this season, particularly with Arsenal suffering an attacking injury crisis.
The arrival of Danny Welbeck from Manchester United will further concern the youngster.
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