The organelle responsible for detoxifying harmful substances in the cell is the smooth endoplasmic reticulum (SER). The SER plays a key role in lipid synthesis and metabolism, as well as in the detoxification of various metabolites and drugs. By modifying and neutralizing toxins, the smooth ER helps maintain cellular integrity and function.