They can't prepare for a surprise attack without attracting attention, and that attention would probably get there before they can fire their broadsides.
If the preparations were done relatively quickly Israeli intel would indeed take note and the IDF/IAF would then act appropriately/pre-emptively. But if the preparations were done over a long period of time - Saddam's WMDs have been missing for three years now - it could be done without attracting attention.