His appearance on the show continued a family tradition after his father, Bill Owen, portrayed his on-screen father, Compo Simmonite.
His other television credits included The Bill, The Onedin Line and Upstairs Downstairs.
His family said: “He passed away peacefully and is survived by his two children, James and William, and ex-wife, Mary.”
Owen began his career in acting after leaving school, and his father was instrumental in landing him his first job as an assistant stage manager at Leatherhead Theatre in Surrey.
After spending 12 months there he moved on to take up a similar job at the Westminster Theatre.
After four years working in television, Owen returned to repertory theatre in Sidmouth, Devon, and continued to work and direct in the theatre.
Owen was chosen to play Compo’s long-lost son just days after the death of his father in July 1999 from cancer.
The first he knew of writer Roy Clarke’s search was when he received a phone call from the show’s producer, Alan Bell.
“It was two or three days after Dad had died,” said Owen in 2000.
“Obviously my mind was on other things, like organizing the funeral, and it hadn’t occurred to me at all that I would be approached to play Compo’s long-lost son.
“Alan suggested the idea to me and I thought about it for two seconds before saying yes.”
Talking about taking on the role, he said: “At first when I arrived on set it was very odd.
“It was emotional, but very early on I decided the only way I could tackle it was by being a professional.
“I was very aware of how wary the other cast members might be of me. They had all been through a traumatic shock when Dad died. They had known him for all those years as well.
“Dad loved the show and I think he would be very proud that it is going to continue, and in a way it’s continuing in his memory. I think he would be very happy that I’ve taken his place.”
In 2018 he starred in feature film The Bromley Boys.