This is a straightforward consequence of modelling an arrival process as a Poisson distribution with a constant rate of arrival lambda...

Go from arrival to cumulative arrivals to time of arrival to recurrence of arrival (next arrival). All are Poisson processes, including the recurrence process, which has a fixed expected value.