First, shut off the gas to that water heater before you have to appear on the 6 oclock news. SOMETHING is seriouslty wrong. The thermocouple performs only one function....it makes sure there is a pilot before allowing the main valve to turn on.
It sounds like a main gas valve/thermostat problem. You need to have a qualified technian look it over.