Total Fitness bosses say they were sorry difficulties over a lease caused them to leave the building on Stansty Road.
But now they are working on reopening the facilities in April, complete with new equipment.
Facilities include three pools, a family workout area and a cafe.
About 40 jobs are expected to be created when a gym, which closed suddenly in 2011, reopens after a £1m refit.