It happens sometimes. Either you're using very hot water, leaving them lying in direct sunlight, or there's something in the water or detergent breaking them down.
Buy a pair of silicon gloves and see how they go.
They actually look like fun!
The idea of silicon is it can withstand much higher temperatures than latex. You could also try PVC gloves. Much more resistant against chemical breakdown. Should also be easy enough to get.