Even though the mass is not "moving", it is said to be in acceleration, just "infinitely" slow rate. Most of the matters in Earth has weight because of the gravity. If, as you say, there is no "acceleration", then it would be weightless, since F = m * a --> F = m * zero, which would simply equal...