Yeah sadly not always true. Some people go get lasting problems from certain drugs. They can provoke psychiatric deteriorations. Examples: potent cannabinoids, amphetamines, high dose psychedelics. Lots to be said about set, setting and underlying vulnerabilities.
Still probably a healthy mantra to recite to anyone in the midst of overwhelm as most people a fine, and its a caring act.