In probability textbooks, it is widely claimed that zero probability does not mean impossibility. But what stands behind this claim? In this paper I offer an explanation for this claim based on Kolmogorov's formalism. As such, this explanation is relevant to all interpretations of Kolmogorov's probability theory. I start by clarifying that the claim refers only to nonempty events, since empty events are always considered impossible. Then I offer the following three reasons for the claim that nonempty events with zero probability are considered possible: The main reason is simply that they are nonempty, and so they are considered possible despite their zero probability. The second reason is that sometimes the zero probability is taken to be ...