However, things got a little stickier from there.
The two-year-old horse, named Conrad, got stuck in the mud in Lower Township.
"At 10:00 I got the call that he didn't come in and we had a search party out through all the woods," said Conrad's owner Talia Piacentine.
It took firefighters from several local department, Conrad's owner and other rescuers to help free the horse.
Finally, around 1:30 p.m. Tuesday, Conrad was free.
"He was in trouble, been in there for a while. He just didn't have any energy to get out. He needed human intervention," said Terry Delvicario of the North Wildwood Fire Department.
"He was covered. At one point we were holding his head above water," said Piacentine.
"They assisted us keeping the horse calm, getting the strap around it, helping to get it out," said Chief Chuck McPherson of West Cape May.
Conrad is a Hanoverian Warm Blood boarded at Hidden Valley. It's a non-profit stable and riding academy that even rescues track dogs.
Conrad is now safe and sound after a 13 hour adventure.