To get a normally-closed functionality, with no power applied, you'll need to use depletion-mode FETs. These are rare beasts, but Supertex makes a small selection. When I need a form B (normally-closed) SSR, I turn to Aromat NAiS and their rather extensive line of form B types. For example, the AQV414 is in stock at DigiKey, in all its variants.