Chen had a son and twin daughters from his ex-wife. He secretly married Rosamund Kwan in 2014, due to worries that his two daughters would not be happy with his remarriage. Because of his refusal to go public with the marriage and Kwan not wanting to be his secret wife, they divorced in 2015 after eight years of being together.