This is just a guess. The sheet will have residual stresses caused from forming, kind of like surface tension. The sandblasting will reduce the residual stress on the one side leaving a stress imbalance and causing the sheet to bulge upwards.
Hush has it backwards - sand blasting causes residual stresses, which distorts the part. This effect also occurs during shot peening - the only difference is the size/mass/composition of the projectile.