If you do blanket your turned-out horse, don't just check his chest/shoulders to see if he is dry. If the blanket is really waterproof (most aren't meant for hours in the rain) then the moisture can rise as steam and he can be dry everywhere but along his back, where the blanket will hold the moisture in. So put your hand all the way up to his spine to check it.