The love birds were at home in Los Angeles when thieves broke in through a window.
According to reports, the thieves took a set of keys and drove off in one of Shawn's SUV vehicles.
Reports in American media said that police are investigating the theft but arrests have been made.
The singers, who recently made their relationship public, have quarantined together during the coronavirus pandemic.