Start out with your zeppelin full of hydrogen. Feed the hydrogen into the fusion reactor to produce power to run the engines. Feed the resulting helium back into the gas cells to maintain buoyancy.
"It's a dog-eat-dog world out there, and I'm wearing Milkbone underware." -- Norm, from _Cheers_