Robson-Kanu prodded home from close range in the dying seconds of a breathless final 13 minutes that produced four goals.
Dimitar Berbatov appeared to have struck the winner for Fulham moments earlier after driving home Steve Sidwell's pass, but Reading refused to throw in the towel.
Source: PA
Source: PA