Officers were called to the attraction in Marine Terrace at about 15:20 GMT on Good Friday after two people were reportedly hurt.
Kent Police said the victims did not require hospital treatment, adding: "Inquiries are on going."
The revamped Dreamland theme park opened in June 2015.
Police are investigating reports that two people were shot at with a catapult at Margate's Dreamland theme park.