Hancock County got its territory from Greene and Washington counties in 1793. Its name honors John Hancock whose signature heads the list of signers of the Declaration of Independence.

Sparta, the county seat, owes its name to the ancient Greek city, probably because its early residents realized they would need Spartan characteristics to survive so near hostile Indian territory and so far from supportive neighbors.