The story
From the practice of turning one's uniform coat inside out in order to hide the colors reflecting one's allegiance.
Etymology from Wiktionary, CC BY-SA 4.0.
turn one's coat
Today it means: To turn against a previous affiliation or allegiance. Full definition →