The smallest number of cliques, covering all edges of a graph G, is called the (edge) clique cover number of G and is denoted by cc(G). It is an easy observation that if G is a line graph on n vertices, then cc(G)≤n. G. Chen et al. [Discrete Math. 219 (2000), no. 1–3, 17–26; MR1761707] extended this observation to all quasi‐line graphs and questioned if the same assertion holds for all claw‐free graphs. In this paper, using the celebrated structure theorem of claw‐free graphs due to Chudnovsky and Seymour, we give an affirmative answer to this question for all claw‐free graphs with independence number at least three. In particular, we prove that if G is a connected claw‐free graph on n vertices with three pairwise nonadjacent vertices, then cc(G)≤n and the equality holds if and only if G is either the graph of icosahedron, or the complement of a graph on 10 vertices called “twister” or the pth power of the cycle Cn, for some positive integer p≤⌊(n−1)∕3⌋.