This note provides new stability criteria for a class of uncertain singular systems with multiple-state delays. By introducing the state transformation, the study of the robust stability for original systems is changed into this study for the equivalent systems. Based on the Lyapunov-Krasovskii functional combination with LMI techniques, a delay-dependent robust stability criterion for the nominal systems of a class of uncertain singular systems is established, which ensures the nominal systems are asymptotically stable. Furthermore, the delay-dependent robust stability criterion for a class of uncertain singular systems with multiple-state delays is presented, which ensures the class of uncertain singular systems is asymptotically stable. Finally, two numerical examples are given to illustrate the effectiveness of the obtained results.