Well to be honest in the main series they mentioned many times how often they were away and how little time Rio got to truly spend time with his father(s) He even had a Nanny. Thats a reason why he got so attached to Shingo due to all the baby sitting he did for them. Willingly or not lol.
Those fathers of his fucked up somewhere in his life to make him act like this