The story
Alluding to the former practice of binding government documents in red-colored tape. First use appears c. 1658 in the publication Public Intelligencer. See cite below.
Etymology from Wiktionary, CC BY-SA 4.0.
red tape
Today it means: The binding tape once used for holding important documents together. Full definition →