Alpha particles do not get neutralised because they do not react with electrons of the gold particles. The gold foil consisted of gold atoms that were neutral (no. of protons = no. of electrons). Alpha particles just interact with the neutral atoms a whole and it was concluded that the entire mass of the atom is concentrated at the centre.