Social reasons it would never work. I hate to mention anything race related online but simple truth is America has complicated history and African Americans are 30% more likely to be obese than White Americans and also earn approximately 60% of income that whites earn. A fat tax, especially one that properly allocated the cost burden to the individual, would erode race relations.