My understanding is that 2 degrees is not that harmful in itself, but it would lead to further uncontrollable runaway increases due to release of methane locked in frozen tundra.
That, and also we would be reflecting less heat from the sun without the ice, as ice reflects back 90% of the sunlight that hits it, so no ice would lead to even more warming.