You mean 'My Three Sons'? You're thinking of Robert Young, and for a fact Father Knew Best, that is before femi-Nazis took over America and the world when men became spineless sissies.
Nowadays 'father' is a catch-all euphemism for 'sperm donor', "Thanks so much, I can handle it from here...."