After turning off the water supply, be sure to flush a few times to get as much water out of the tank as possible..
Then, then sponge out the rest before removing the water supply hose from the bottom of the tank.
I've heard you can use a plunger to get the remaining water that's in the toilet bowl out, or a shop vac could work, too.