Using a pair of pliers to apply some pressure round the handle. The best place to start is the wider part of the rectangular base and about 1/2" to 3/4" from the bottom

Continue to apply pressures around the whole base of the the handle moving to each side of the rectangular base.

It may take a few complete rotations to finally open up the gap between base and handle.