i checked, and assuming the rock is around 1 pound, it'd take roughly 2.5 million pounds of pure muscle to generate the needed energy (28.4 megajoules), and thats not even accounting for atmospheric drag :(
so unless i somehow get to the moon i think my dreams of throwing a rock on an escape trajectory are gone