You searched for: “logophiles
logophile (s) (noun), logophiles (pl)
One who loves words or who has a special fondness for words: Mr. Robertson was a real word buff, or logophile, who collected many words that were difficult to find in the usual dictionaries.
(Robert Service and E.B. de Vito, two logophiles, express their fondness for words)