Innocence isn't absence of sin; sin is absence of innocence. Adam and Eve gave up their innocence at the tree in Eden. Christ gave up His precious life to restore to us this same innocence; the innocence of children.
"When Jesus saw this, he was indignant. He said to them, 'Let the little children come to me, and do not hinder them, for the kingdom of God belongs to such as these.'"