toss your asparagus in olive oil and season with salt and pepper, then arrange the stalks across the grates, to prevent them from falling through. grill, flipping halfway through cooking, until the asparagus begin to char, the pointy ends start to crisp and the stalks are just tender, 3 to 5 minutes.