The bard himself must have been a horse lover. Horses appear in several of his plays and are the subjects of some notable quotes collected by Amanda Mabillard, About Guide to Shakespeare.

He doth nothing but talk of his horse.
"The Merchant of Venice" (1.2.10)

Do you think that was a complaint?