Neilson and Laurel began sharing her apartment in 1925, and married on August 13, 1926.
Their daughter, also named Lois, was born in 1927. Their son, also named Stanley, was born two months premature in 1930, and lived for nine days. Neilson and Laurel separated that same year, and were divorced in December 1934.