I've had that problem with sunflower seeds being eaten as well. Thinking I might try sowing some in trays in a mini-greenhouse in early spring, so I can plant them out after frost. By then, they should have a tough stem that won't be too attractive to bunnies.
That's not as easy as direct sowing, but still easier than pounding in support stakes for the runner beans!