Authorities on Tuesday identified the victim as 45-year-old Brian Waynant, who joined the fire department in 2004 after 16 years as a Wilmington police officer.
Officials said Waynant was on duty Monday night before he was hit by a southbound train about 9:30 p.m.
A state police spokesman said investigators were still trying to determine why Waynant was on the tracks.