This is because the particles or rays become more spread out. The thicker the substance, the more the radiation is absorbed. Alpha, beta and gamma radiations penetrate materials in different ways.

alpha particles are helium nuclei consisting ... leaves mass number and atomic number unchanged; gamma rays produce the least ionization.