Book your itinerary as a set of two one-way flights, rather than as a round trip.
Every time I have looked, a single one-way is more expensive than a round-trip between the same locations. Maybe I've just been 'lucky'.
Edit: no, I'm just ignorant. Turns out domestic one-ways are more proportionally priced versus round-trips.