This paper proposes a stochastic diffusion model for the spread of a susceptible-infective-removed Kermack-McKendrick epidemic in a population which size is a martingale that solves the Engelbert-Schmidt stochastic differential equation. Theorems on a unique strong and weak existence of the solution are proved and computer simulations performed.