The antonym is "forget".
forget
forget?
Forget
forget
remember
remember,recall
A potential antonym of "learn" is "forget" or "unlearn."
forget, neglect, ignore
Forget, Negect, Ignore
forget, forgotten, anticipation
hide, forget, ignore, deny or to withhold.