Fascists are obsessed with power and heirarchy in general, the more idealized the better for their purposes. When it’s not Rome it’s the Knights Templar, the Tsardoms, Making America Great Again, whatever.

Rome is a common trend though, in large part because it’s instantly recognizable and imminently influential on practically every western culture.