The luxury car was spotted by someone on a Simi Valley street, who then informed the cops, reported TMZ magazine.
The car has not been damaged. The law enforcement officials are reportedly reviewing a surveillance video at the singer's home to help track down the thieves.
Cyrus' home was burglarised over the weekend and her car and some jewellery items were stolen.