I have a natural gas stove. Every time I turn it on, my dog gets scared and runs out of the house. Is natural gas bad for the animals?

Not that we’re aware of. As pet owners and dog lovers ourselves, my dog gets scared when I turn on the vacuum cleaner. So it may just be a function of the dog not liking the blue flame. But to be certain, you may want to consult with your vet.