A feature highly correlated with target variable
You should keep it, the higher the correlation with the target variable - the better the feature.
BUT - you should also make sure this correlation is &quot;real&quot;, i.e. not due to data leakage.
(the answer was written using @GeoMatt22 and @Ubikuity comments.)