How to get the remaining water out of the ice maker ??

You should also drain the ice maker line. Turn off water supply, disconnect the line going to the ive maker, and then let it run to freeze and pop out the ice cubes. Dump ice cube tub.
If you don't drain the line, stale water will be in the first one or two batches of ice cubes.