You can check out Q Bistro Cafe And Pattisserie and Eatery Royale.
Eastery Royal is best romantic restau in Janakpuri. Visit Evng time. It's affordable also. Try hot coffee 70 Rs.
Duty Free in Rajouri Garden
Over The Top has a warm and cosy ambience, perfect for a date