No, rosemary oil is not known to cause hair loss. Rosemary oil stimulates and strengthens the scalp. It's because of its anti-inflammatory properties. It can also help nourish the scalp and reduce the shedding of hair. Rosemary oil has even taken part in some studies to treat hair loss caused by male pattern baldness.