Firefighters say the man fell at least three stories and was pronounced dead at a hospital.
Thousands of New York City police sergeants began carrying Tasers on their belts this year.
The pistol-shaped weapons fire barbs up to 35 feet and deliver 50,000-volt shocks to immobilize people.
Police say Wednesday's incident is being investigated.
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