Ok…I just figured out a relatively easy way to do this by myself.
All_index = collect(1:size(A,1))
R1 = deleteat!(All_index, R)
C1 = deleteat!(All_index, C)
A = [:, C1]
A = [R1, :]
Not sure whether there is a more efficient or build-in method to do this kind of things.