Nitro compounds having minimum one $\alpha- H$, show tautomerism. Due to which their nitro group convert into acid group. In this acidic form, they dissolve in base.
But nitro compounds having no $\alpha- H$, do not show tautomerism. So, they cannot convert into acid form and thus, cannot dissolve in base.