What do you call a person running for mayor of a town?

A person running for mayor of a town is typically referred to as a "mayoral candidate." They may also be called a "candidate for mayor" or simply "candidate" during the election process. This title applies to individuals seeking to be elected to the position of mayor, which is the head of the local government.