The correct option is C F−
It's a fact that weakest acids have, strongest conjugate base.
If you add H-atom to each base the acids are HF,HCl,HBr,HI. As the F− ion is the smallest halide; therefore, its electrons are concentrated around its nucleus, and as a result, the H−F bond is relatively short. Shorter bonds are more stable, and thus the H−F bond is more difficult to break due to which H+ donation is difficult for H−F. So H−F is the weakest acid which means its conjugate base (F−) is the strongest conjugate base.
Alternate solution:
F+ has the smallest size in a group and gain proton due to the most electronegative capacity. So it is strongest conjugate base.
H++F−→HF