It's obviously that they became vegetarian due to this personality trait rather than the other way around. Your study doesn't indicate otherwise. Vegetarians and vegans become so precisely because they are depressed about the state of affairs in animal welfare, human health, and the environment.
1. https://www.sciencedirect.com/science/article/abs/pii/S01650...