The answer to this question is: the third variable problem
a third variable problem is A type of confounding in which a third variable leads to a mistake in the causal relationship between two other Variable.
For example, if you a population has higher rate of cancer as they consume more tofu, it doesn't necessarily mean that tofu is the one that cause cancer.