Officers had been called to a deal with a man who was “causing a disturbance” in Morton Street, Joppa, on Saturday afternoon.
Roads were closed around the area while police dealt with the incident.
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Hide AdLothian and Borders Police later said the man had fallen from the scaffolding and been taken to Edinburgh Royal Infirmary.
They said they did not believe his injuries were serious.