I gave up on tomato cages the only year I used them. They not only fell over, but the weight of the plants broke them apart. I just use 2" x 2" x 8' posts and pound them in 18". Then I use baling twine and tie the plants up as they grow, or at least that's usually the plan... :))
The 2 by 2s should work pretty well, I would think.