Define Gastonia. Gastonia synonyms, Gastonia pronunciation, Gastonia translation, English dictionary definition of Gastonia. n. a city in S North Carolina, W of Charlotte. 53,260. Random House Kernerman Webster's College Dictionary, © 2010 K Dictionar