He would have been safe from being charged (with a Federal crime, at least) until after his term. Prior to the recent cluster@#$& decision from SCOTUS, he’d have been fair game after he left office. No longer.
ETA: In case you were getting at something different, the newly created immunity is only for acts committed in office. If he shoots Joe now, he’s in the soup.