Reich simply means "Empire"

Ersten Reich "first empire" was Rome

Tsveiten Reich "second empire" was Holy Roman

Dritten Reich "third empire" was to be a resurrection of the first empire. Hence the Nazi salute - fully Roman.

Seig Heil - like Hail Caesar