After the divorce was finalized, Boyce courted Virginia Dorcas Lee, a vocalist from Oak Park, Illinois, who was 23 years his junior and the eldest child of Virginia and John Adams Lee, a former Lieutenant Governor of Missouri. Both Virginia's parents and Boyce's son Ben opposed the relationship. In May 1910, after the planned marriage was announced, an infuriated Ben scuffled with his father outside the Blackstone Hotel and Boyce sustained a facial wound. Ben was arrested for disorderly conduct and fined $5 and court costs. Two days later, Boyce and Virginia married and went to Europe on an extended honeymoon. Almost immediately, there was speculation amongst family members and in newspapers about problems within the marriage. On April 9, 1911, Boyce and Virginia had a daughter, whom they named Virginia. A few months later, in December 1911, Boyce signed an agreement to support and educate their infant daughter. After Boyce's wife filed for divorce in March 1912, she moved to Santa Barbara, California, with their daughter and her parents. Boyce did not contest the divorce and arranged for a $100,000 settlement. Years later, the elder Virginia married Richard Roberts, a New York banker, and moved with her and Boyce's daughter to Greenwich, Connecticut. The younger Virginia took the surname Roberts. She did not meet her natural father, Boyce, until she was eight years old.