We knew. FDR is even on record making statements about how we weren't there to save the Jews. The US had opportunities to bomb the train system being used to transport the Jews and didn't. I can't provide links right now (I'll try to circle back later), but we absolutely knew what was going on. We just didn't want to believe it.