Guard against existing cache when configuring options (#10984)

### Summary

@kirklandsign came across an issue where if the existing `cmake-out`
folder was not deleted, it would just use the existing cache. We want to
override this and always use whatever the current value is.

### Test plan

unittest + CI


cc @larryliu0820