They're all technically "dead" ends.
Jupiter, Saturn, Uranus and Neptune all have plenty of methane, a main component of natural gas. Did they have ancient forests and swamps that decayed and produced methane?
Some geologists think hydrocarbons result from abiotic reactions deep within the earth.