Original: Where double bonds are formed, hydrogen atoms are eliminated. Thus, a saturated fat has no double bonds, has the maximum number of hydrogens bonded to the carbons, and therefore is "saturated" with hydrogen atoms.
Simplified: It contains double bonds whose molecules are made up of carbon atoms that are not fully saturated with hydrogen.