Horses shiver to burn energy to create warmth. It is normal for a horse to shiver on a rainy day. Horses find it harder to cope with rain than cold. So, even if it’s raining on a hot day, your horse may shiver. However, shivering on a sunny day can be a sign of chronic neuromuscular disease.