red handed

Caught red handed - I wonder on that expression. What exactly does it mean. Perhaps if our hands were a crisp crimson. However, even then it would make no sense. Like it seems to date back many years. Still, bankers wee caught red handed taking money. Hey, not a single one is in prison. Yeah, not even one.