Does leather belts shrink when wet?

When wet? Probably not exclusively from water. However, water and HEAT can absolutely shrink a leather belt, sometimes by several inches! If you were to wash your belt or otherwise get is sopping wet, and then leave it in the hot direct sun or throw it in a dryer, it may very well shrink.