Due to multiple factors, expect to potentially pay more when booking in October. For low rates, July can be a great choice for travel to Durham. Flights to Durham from Champaign in July are about $410 on average during July, but can be found for as low as $285.
Regardless of the time of day you decide to fly, the ticket price will remain around the same. Book flights from Champaign to Durham as you normally would.