Never thought of the fake variant as gasoline-like but it sure has that strange, very heavy 'chemical' aftertaste that lingers in your palate. Also never tried the real thing, I wonder if i'd like it or not.
+1 - it tastes so obviously of petrochemicals that I throw the food out - truffle fries, truffle pasta - might as well pour mineral spirits on it for the same experience.