The door does indeed open inwards, from the look of the hinges, but it is locked fast. It seems as though direct intervention with the lock or knob is needed to the door to open.

Unfortunately for Sparks and Cloud, it seems that these Imperial soldiers are not like the Judge - they cannot be touched or interacted with at all. The soldiers don't notice their presence at all and instead continue their advance, ever onwards and upwards.