Possible.
We don't have to prove it is real, only picture what could have happened.
To have decent vision in anyone, eyes needed to evolve. They were in use recently in evolutionary time. Yet now, the genetic code for eyes has been lost. Why is this?
In cave species, eyes are lost because it is too dark. On your planet, eyes were lost because it was too bright. Your sun is not very constant - life has had to develop adaptations to get around that. Deep, deep melanin pigment, resilience to changing temperatures, improved free radical scavenging to fight radiation exposure. But the eyes are a weak point. Left open, they develop cataracts and cancers, and serve the user very poorly. When closed, degenerated, covered in layers of pigment, even the cornea, they rapidly become a vestige.
This sun's ages of blinding bright flares don't last that long. Most species have a few members that are genetic throwbacks, capable of restoring new generations of sighted organisms when the long Bright is over. Their eyes develop slowly, as they did before the Bright, since the light of their sun, even in periods of peace, would make a formidable foe to the careless toddler.
Some of them endured near the entrances of caves, where their eyes give them an advantage. Since the advent of textiles, some hide their eyes behind cloth and live in the world of the blind. They have learned to remove their veils in the dawn and dusk, and navigate by the light of fire. Their powers of vision are not much more powerful than the elaborate echolocation other members of their species rely on. But they are different, sensitive to the glint of gold, the dark sheen of lead ore, all the heavy, resonating metals that the blind struggle so wretchedly to find and melt down without burning themselves so that they can flaunt their possessions in the faces of their lessers. And so the Sighted are a valuable commodity - wealthy if they can pass off their finds without explanation, and commanding a top price when captured and sold on the slave block.