We consider a controlled dynamical system under noisy conditions. Its motion is described by functional differential equations of neutral type in the form of J. Hale. A functional of the motion history is said to be stable with respect to this system if there exists a control strategy that guarantees the monotonicity of this functional for any noise. We study various nonlocal and infinitesimal conditions for the stability of functionals.