Ten horses had severe seizures before dying and the rest repeatedly bucked and jumped before collapsing dead.
Veterinarians are performing autopsies to try and discover what happened.
The federation is concerned that a shared disease could be the cause.
It has asked the Department of Livestock Development and other government agencies to look into the matter.