Can anything change anything else, without itself changing its changeless state?
IF it was changeless, it would, therefore, not change, else it wasn't really in a changeless state.
In more general terms in the argument, the first cause is independent (in all senses of the word); everything we know in the universe is dependent - it requires something else in order to come into existence.