BAGHDAD — Radical Sunni militants aligned with Al Qaeda threatened on Thursday to seize control of Falluja and Ramadi, two of the most important cities in Iraq, setting fire to police stations, freeing prisoners from jail and occupying mosques, as the government rushed troop reinforcements to the areas.