A counterexample is given in the following paper:
Roberts, James W. "A compact convex set with no extreme points." Studia Mathematica 60.3 (1977): 255-266.
I did not see the original paper, but an exposition can be found in Section 5.6 of the book "Metric linear spaces" by Rolewicz.