The nucleus is called the control room of the cell because it contains the genetic material (DNA) and directs all cellular activities including growth, metabolism, protein synthesis, and reproduction. It regulates gene expression and cell division. Mitochondria produce energy, cell wall provides structure in plants, and 'Cell' is too general.