First of all, reading is a beneficial "brain exercise". The best way to keep the brain healthy is to give the brain a benign stimulus often. Reading is an effective means to stimulate the brain.
Secondly, reading helps to keep a healthy mind. Reading can purify the soul and dispel the haze in the heart.