To make one’s self scarce; to steal away.
Definition taken from The 1811 Dictionary of the Vulgar Tongue, originally by Francis Grose.
scapegrace * scarlet horseNathan Bailey's 1721 Dictionary of canting and thieving slang
John S. Farmer's collection of canting songs and slang rhymes