Crosswind gusts can easily disturb the attitude of a small fixed-wing aircraft, potentially causing a serious accident during landing or take-off operations. An airplane with a high tolerance to crosswind gusts owing to quite small C l and C n values, called a Quasi-Neutral Dihedral-effect and Directional-stability (QNDD) airplane, was previously proposed. Although the design of a QNDD airplane is more practical than that of a Neutral Dihedral-effect and Directional-stability (NDD) airplane, a QNDD airplane's robustness to errors in C l and C n should be comparatively higher. In the present study, the QNDD airplane's robustness is optimized using Sequential Least-Squares Quadratic Programming (SLSQP). The optimized QNDD airplane has a unique configuration: a highly deflected swept-forward main wing. It is confirmed that the optimized design is much more robust than the original. To evaluate the performance of the optimized QNDD airplane, airplane plunging into a discrete crosswind gust is numerically simulated, and the results confirm that the airplane's change in attitude is still quite small compared with that of a conventional airplane.