The 23-year-old has joined Bradford on loan until the end of the season where he will try and help the Bantams book their League One play-off place.
Big things were expected of Thorpe in a Millers shirt this season following a summer move from Manchester United after a particularly impressive pre-season.
But after a harrowing debut in central defence in the 4-1 season-opener against MK Dons, he struggled for minutes under Steve Evans before coming back into the reckoning - as a central midfielder under Neil Redfearn.
There were moments of promise, particularly his display in the 1-1 draw with Reading, but he was a casualty of a shocking first-half performance against Ipswich and was taken off at half-time with Redfearn's men trailing 3-0.
He has failed to appear since then and heads to Valley Parade for the rest of the season having made seven appearances and scored two goals for the Millers.
He joins a Bantams side chasing a return to the Championship, where they are currently out of the top six on goal difference.
And Thorpe is happy to be going into a club that has something to play for, with the chance to make his debut in a vital clash with fifth-placed Millwall on Saturday.