I guess you've heard it in conversation, rather than read it in a book. No wonder you haven't found it in a dictionary. Note the spelling:
teetotaller |ˈtēˌtōtl-ər| ( Brit.: teetotaller, American:teetotaler
A person who never drinks alcohol.
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