Toss together the watermelon, mint, arugula and olives together in a large bowl. Drizzle over the olive oil, lemon juice and lemon zest along with a pinch of salt and freshly ground pepper. Toss again.
Divide into separate bowls or a large platter and crumble the feta on top. Serve immediately.