> You see 1 million photons per eye per second.
One human retina has about 120 million photoreceptors. In reasonably well-lit conditions they will all fire many times per second. I think this figure is too small by a factor of at least 1000, maybe more.
> A light bulb generates 10^60 photons per second.
Back of envelope: energy per photon = Planck constant times speed of light over wavelength (there might be a factor of 2pi or something missing there) or about 4x10^-19 Joules at visible-light wavelengths. A typical light bulb might put out, say, 10W of visible light, or 2.5x10^19 photons. If it's an old-style incandescent, a lot of energy goes out in the infrared; let's be generous and say it's 2.5x10^20 photons.
So this number is too large by a factor of at least 10^39.
It's still true that the great majority of photons emitted by a light bulb don't affect what you see when you look at it. For instance, because most of them are emitted in directions that don't let them reach your eyes. It is entirely beyond me how it is useful to categorize this as "ignorance".