Question

which sub atomic particle of an atom are responsible for atomic mass?

Answer 1

atomic mass is the sum of protons AND neutrons in the atom thus these are responsible for the atomic mass. 
but number of electrons OR protons in an atom is its atomic number.

Answer 2

Which sub atomic particle of an atom are responsible for atomic mass?

=> Proton & Neutrons