It is narrated from Sayyiduna Ibn Abbas (may Allah be pleased with them both) that the Messenger of Allah (peace and blessings be upon him) said: "The blessing of horses lies in their reddish (chestnut) ones."
Hadith Referenceالمعجم الكبير للطبراني / باب العين / 10630