I now know what my Mystery horse is - he is a Superior Plastic horse!
Thanks to Sande Schneider and the Facebook group Western Horse and Pony Lovers for helping me figure it out.
If you are interested about learning more about Superior Plastics and other Western Horse knock offs, hobbyist Kirsten Wellman has an excellent article about them in her blog, Model Horse Collectibility.