It may very well be that SK doesn't feel confident to defend themselves _with_ the USA on their soil. So the best option is to obviate the need.

Especially given that the world has now witnessed (In the middle east) that the USA bases are just targets which will not help in defence since the US forces will flee, and the US aircraft carriers won't help much either, especially if NK has decent air defense.