Atkinson arrived at Don Valley Stadium in November and has impressed boss Ronnie Moore, scoring his first goal for the club in the 5-0 win against Port Vale on New Year`s Day.
Meanwhile, Tom Elliott has returned to Leeds after six months with the Millers.
The young striker made seven first-team appearances in all competitions.
Source: PA
Source: PA