Benign tumors are non-cancerous growths that do not spread to other parts of the body and are usually not life-threatening, whereas malignant tumors are cancerous, capable of invading nearby tissues and spreading to distant sites, posing significant health risks. The distinction between these two types of tumors is crucial for diagnosis, treatment planning, and prognosis.