We consider isoperimetric sets, i.e., sets with minimal vertex boundary for a prescribed volume, of the infinite cluster of supercritical site percolation on the triangular lattice. Let p be the percolation parameter and let p c be the critical point. By adapting the proof of Biskup, Louidor, Procaccia and Rosenthal [5] for isoperimetry in bond percolation on the square lattice, we show that the isoperimetric sets, when suitably rescaled, converge almost surely to a translation of the normalized Wulff crystal W p . More importantly, we prove that W p tends to a Euclidean disk as p ↓ p c . This settles the site version of a conjecture proposed in [5]. A key input to the proof is the convergence of the limit shapes for near-critical Bernoulli first-passage percolation proved by the author recently.