That's not true. The general rule is that you add -er and -est if the adjective/adverb consists of one syllable (faster, fastest; quicker, quickest; bigger, biggest; fatter, fattest) or is a two-syllable adjective ending in y (happier, happiest; funnier, funniest; rowdier, rowdiest). More @Wikipedia
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