Synonyms: Words having the same or nearly the same meaning.
Near Synonyms: Words having a somewhat similar meaning.
I have never heard of a "near-synonym" until I read your question.
Apparently, the above thesaurus has divided its look-up words into the two categories.
Personally, I wouldn't bother. English is hard enough without adding this sort of dribble.