No scientific evidence links video game play to permanent blindness. There is no "minimum time" threshold—because the causal relationship does not exist.
If you experience persistent vision changes, pain, or floaters—see an ophthalmologist immediately. These are not caused by gaming but may be uncovered during long sessions.