When 'quite' is used to mean 'considerably' or 'very' (quite a lot), 'little' serves as an antonym meaning not much. However, this relationship is context-dependent and not a strong lexical antonym. 'Quite' can also mean 'completely' (quite finished), where 'little' wouldn't be the opposite.