And the visitors took the lead for the first time when youngster Cameron King burst through from close range after throwing a dummy from the play the ball.
From the play-the-ball, the Leeds defence was dozing as Atkins, from dummy-half, made a half break and suddenly found himself racing 40 metres to the line for his second try - his 15th of the season.