Common mode refers to signals or noise flowing in the same direction in all lines. Differential (normal) mode refers to signals or noise flowing in opposite directions in a pair of lines.
To explain further, consider the configuration shown below, in which two copper wires are wound on a ferrite ring core. In this structure, two patterns can exist: one with currents flowing in the same direction (common mode), and another with currents flowing in opposite directions (differential mode).