"If you knew him, you knew that you’d never meet anyone like him ever again," Scott Caan said of his late father ... after his parents split when he was a baby, Scott "witnessed a lot of things ...

"He saw me when I was a little rough around the edges," James Caan previously said of his son Scott Caan James Caan and son Scott Caan had a bond that remained strong throughout life's ups and downs.