Step-by-step Solution:

The odd one out is Gallon.

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The Reason

A Ton, a Quintal, and a Kilogram are all units used to measure mass (or weight).

Gallon, on the other hand, is a unit used to measure volume, which is the amount of space a substance occupies, typically for liquids.