SYDNEY—Vegemite, Australia's best-known condiment, is leaving a bad taste in little mouths.

Beloved for generations Down Under, it has been derided elsewhere: Formula One race-car driver Mark Webber travels with it in his kit and actor Russell Crowe eats it with tomato. President Barack Obama once described Vegemite as "horrible."

Vegemite's...