Not intuitive, perhaps. The probability of having 0 events (failures) when the expected number is 2.3 is
=POISSON.DIST(0, 2.3, FALSE)
... which returns 10%.
More generally, it's easy enough to show that if mean = -ln(r), where r is between 0 and 1, then Poisson(0, mean) = r.