Var(A + B) = Var(A) + Var(B) + 2*r(A,B)*SD(A)*SD(B)
where r(A,B) is the Pearson correlation of the paired scores across cases, and SD indicates standard deviation.
Note the addition sign ("+") is used for the covariance term, not the minus sign. If you were computing the variance of a difference (e.g., A - B), then Abolfazl Ghoodjani 's answer would be correct.