Instead of a health tax on sugar, why not remove sugar subsidies?

It seems weird that some areas of the US have considered a health tax on sugary drinks and other items containing a lot of sugar, corn syrup, etc. Why not instead remove subsidies on those raw materials instead? Otherwise people's tax dollars are being used twice on the same product