If the eggs turned brown, I wonder if they were really fertilized or not. Did you notice the male also taking turns guarding the eggs?
Bolivian rams are usually pretty good parents (especially compared to blue/gold/german rams). If they're young, if the eggs are unfertilized, or if the water conditions are bad maybe that's why the eggs are being eaten...
I'd give them time.
Eric