The Grimm Forest

If I play The Gingerbread Man, am I immune from the effect of Taxation?

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Yes.
The Gingerbread Man's effect (you are not at any location), removes you from the Gather Phase for the purpose of Fable Cards, so the Taxation effect does not happen.