Let G be an exceptional simple algebraic group, and let T be a maximal torus in G. In this paper, for every such G, we find all simple rational G-modules V with the following property: for every vector v ∈ V , the closure of its T -orbit is a normal affine variety. For all G-modules without this property we present a T -orbit with the non-normal closure. To solve this problem, we use a combinatorial criterion of normality formulated in the terms of weights of a simple G-module. This paper continues [6] and [7], where the same problem was solved for classical linear groups.