Cat food is enriched with the amino acid taurine, which they can't produce themselves. Dog food is not. Feeding cats exclusively on dog food will kill them eventually, via blindness and heart disease.
Not a disaster if they steal it from the dog once or twice, but it cannot be their long-term diet.