1 million means you can stop working for 20 years and get around 4000 dollars per month which should be well enough to feed yourself, go out and get a roof on your head. Of course that's not even counting the revenue you can have this money generate for you while you are sitting on your ass.

So yes, I'd consider them rich. If you can totally stop working for more than 5 years I'd say you are rich.