First, unplug the refrigerator.
Yes, you will need to remove the ice maker. Two screws on top of the cuber portion and one on the bottom. Then disconnect the wiring harness.
Next remove the back panel covering the evaporator, then the bottom cover in the freezer.
Using a hair dryer you can thaw the ice that has accumulated under the freezer pan and in the drain hole.