Shah Rukh, 49, who also has a 15-year-old daughter Suhana, took to Twitter to share his wish and also posted a collage of the his, Aryan and AbRam's pictures.
"Maybe I couldn't be... But I hope I can raise them to be like my father. I miss him... a day before Mother's Day," the "Chennai Express" star tweeted.
Shah Rukh's father died of cancer in 1980, when the actor was just 15. His mother passed away in 1991 from complications of diabetes.
The actor is married to Gauri for 24 years now. Aryan, their first child was born in 1997. They welcomed baby AbRam in 2013. He was born through surrogacy.