Some 25,000 people were packed into the town's narrow streets for the annual procession in honour of its patron saint, St Ciro.
Two women aged 67 and 65 and a 65-year-old man were crushed under the first-floor balcony of an old house in the town centre late yesterday.
The collapse sparked panic in the crowd, where Naples archbishop Crescenzio Sepe was also present.