We have found a little suppression of superconductivity at xϭ0.21 in La 2Ϫx Sr x CuO 4 single crystals and, moreover, a giant suppression of superconductivity at xϭ0.21 through the 1% substitution of Zn for Cu. In the Zn-substituted La 2Ϫx Sr x Cu 1Ϫy Zn y O 4 single crystal with xϭ0.21 and yϭ0.01, the resistivity exhibits an upturn at low temperatures below ϳ80 K. These results suggest that the dynamical stripe correlations of spins and holes are pinned by a small amount of Zn at xϭ0.21, leading to a static stripe order and the giant suppression of superconductivity, as in the case of xϭ0.115.