It is said that he collapsed and died through inhaling poisonous gasses from the eruption of Vesuvius. The cause of death is really unknown, he may have been asthmatic and the volcanic fumes...
Pliny the Elder was living in Pompeii when the eruption of AD 79 killed his uncle and almost destroyed his family. He wrote the only account of the eruption on record.