Police are appealing for information after the incident, which took place on Sunday, May 1 in the car park of Belhaven Hospital.
A member of the public parked their car around 3pm, and returned an hour later to find it damaged.
An unknown substance had been poured over the paintwork, and cost a large sum of money to repair.
Those with information should contact 101 quoting number 2441.