just dont touch it with both your hands then at most it will just hurt you.
Did you try to simulate the circuit with SPICE (or some other circuit simulator). How is the middle part between the two transforms connected to ground?
And you didnt specify what you want to do with the circuit..
If you "just" want high voltages i recommend the "greinacher multiplier" circuit. You can make tasers and such with it