The convoy of caravans, mobile homes and vans arrived overnight and pitched up in Lancing Manor Park off Manor Road.
Pictures from the scene show at least half a dozen vehicles and several dogs.
West Sussex County Council and Adur and Worthing Councils, which owns Lancing Manor Park, have been contacted for more information.
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