Been there done that, but wiped around my eyes since I was outside sweating.
I took off running and within seconds I was blind as a bat, I banged into everything trying to get into the house. Couldn't open my eyes and just squinted waiting for my eyeballs to erupt or disintegrate in a plume of smoke - I actually wished for death for a few moments, anything to ease the pain.
Finally located the salt container after clearing everything else of the shelves in the pantry (blind man swing arms everywhere). Poured the salt in one hand, added a little water and started scrubbing - sure the salt was irritating, but it provided immediate relief.
Use a copious amount of salt, some water and scrub the crap away; it is the only thing I have found that provides relief.