The antonym is "forget".
forget
forget?
Forget
forget
remember
remember,recall
An antonym of the word learn is the word misunderstand.
forget, neglect, ignore
Forget, Negect, Ignore
forget, forgotten, anticipation
hide, forget, ignore, deny or to withhold.