Was White/Whiteness a concept that existed in Nazi Germany or did they view their racial identity different from that?

Yes, "Aryanism" and "Nordicism" was essentially synonymous with "White" and they are all interrelated within the legacy of pseudoscientific race-thought of the 19th and 20th centuries that informed the Nazi's views. See this older answer for a bit more on the topic.