[1] Such distributions are not absolutely continuous with respect to Lebesgue measure.
A singular distribution is not a discrete probability distribution because each discrete point has a zero probability.
[1] An example is the Cantor distribution; its cumulative distribution function is a devil's staircase.
Less curious examples appear in higher dimensions.
For example, the upper and lower Fréchet–Hoeffding bounds are singular distributions in two dimensions.