A man in Florida accused of robbing a bank while disguised as a woman has been arrested after he allegedly stole a police cruiser and led deputies on a two-county chase, investigators said.

Gumersindo Reyes Jr., 51, was wearing a gold dress and a red wig when he entered a Chase Bank in Casselberry, northeast of Orlando, and passed a note to the teller demanding money, Police Chief Larry Krantz told reporters. He allegedly left carrying an undisclosed amount of cash in his backpack.

Reyes drew the attention of a passing Seminole County deputy who saw the suspect ditch his disguise behind a bush, Fox 35 Orlando reported.