Don’t we know the evil we do?

One of the most powerful things Jesus said from the Cross was, “Father forgive them, they know not what they are doing.” It is beautiful in its graciousness and loving in its leniency. But it is also enigmatic. Did they not in fact, know exactly what they were doing?