"He committed suicide," the spokeswoman said.
Austrian prosecutors in December had charged him with the murder of two bankers in 2007, a case in which Kazakhstan has repeatedly requested his extradition.
Aliyev, a former Kazakh ambassador to Austria who became a vocal critic of President Nursultan Nazarbayev, had denounced the case against him as politically motivated.