What do we mean by spectrum?
The "spectrum" refers to the frequency content of the signal (both phase and amplitude/power). For a time series or 1 dimensional signal, it basically represents the presence or non presence of the different possible gradients in the time domain signal.

For an image the spectrum simply represents how quickly/slowly the pixels change in contrast/color/values in both the spatial dimensions.