The great majority of contemporary scholars regard smoking as impermissible because it causes clear harm to the body, and the Quran forbids throwing oneself into destruction and the Sunnah forbids harming oneself. Quitting is strongly encouraged.
References
Informational, not a personal fatwa. Consult a qualified scholar for rulings on your situation.