a 555 timer relies on a time constant to work, if you want to use bigger caps, you lower the resistance, if the resistance gets too low, you buffer the 555 discharge pin, etc until you get a working solution, pF and nF are not weird in fact in most cases they are conveniently tiny and in more reliable constructions,