It is a common myth that nuclear reactions "turn mass into energy". What actually happens is that the products of the reaction have less binding energy than the initial nucleus. Since energy gravitates, this reduces the mass of the products. The exact same thing happens in chemical reactions. If you burn something, the product are lighter than the initial substances by the mass equivalent of the energy released.