From my quick Google search (I know, I’m bored) apparently the term is actually scot-free.

From this link:

Sceot is the Old English for “a tax.” Scot and lot was a medieval muncipal tax levied on residents. Someone who managed to avoid paying this medieval tax got off “scot free.”