Bring a large pot of water to a boil. Cook pasta according to package instructions until al dente. Drain.
Gently toss pasta with peperoncini, arugula, tuna, parsley, 2 tablespoons oil, and some pepper in a large bowl. (Do not break up tuna too much.) Drizzle with remaining 2 tablespoons oil.