Eigenfrequencies are the natural frequencies at which a system tends to oscillate in the absence of any driving or damping force, and they are intrinsic properties determined by the system's physical parameters. They are critical in understanding resonance phenomena, where a system can experience large amplitude oscillations when driven at its eigenfrequencies.