Except that industrial-scale agriculture in general requires quite a bit of exogenous petrochemical inputs—not just the fuel to power the machines that do the work, but also the fertilizer.
That the hydrogen currently comes from natural gas is no argument it must come from natural gas, any more than cars currently using petroleum derived fuels would imply they must use petroleum derived fuels.