Large numbers of police officers are being deployed to prevent demonstrators reaching the presidential palace.
Ms Park is accused of allowing her friend, Choi Soon-sil, to access government documents without clearance.
The president, whose approval ratings have plummeted over the scandal, has said she is "heartbroken".
