The answer depends on when you are asking.
Prior to 1933, they got it pretty much how you would expect – they bought it, seized it, obtained it through government run operations, etc.
In 1933, via Executive Order 6102, FDR seized all gold bullion and coins in the US, paying people below market rates for said gold.
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