Avoid parking hassle and cost by taking Triangle Transit from either the Regional Transit Center or the Eubanks Road Park & Ride to the State Fair for $5.  More info here:  Triangle Transit flier

You can also take DATA from the Durham Station for $2.  More info here:  DATA to State Fair