A simple theoretical stochastic model is developed and used to calculate the probability of a major outbreak of a disease. This is suitable for a disease spreading in a large population subject to control by immunization. In the absence of immunization, the disease is assumed to spread by each person infecting a fixed number of others. Recurrence relations are derived for the probability of a major epidemic outbreak. These are solved by analytical methods and the resulting solutions explored numerically.