Villagomez suffers from epileptic seizures and an age-related illness, according to police.
He is described as a Hispanic male with dark brown hair and brown eyes, and was last seen wearing a green shirt with a star on it, a grey sweater jacket and tan pants.
Anyone with information is asked to contact police.