You might be confusing the word unfamous with infamous. These words are commonly misused.

Word parts change

un- + famous

Pronunciation change

Adjective change

Positive
unfamous

Comparative
more unfamous

Superlative
most unfamous

  1. Not famous; not well-known about; obscure.