We present the photoelectron momentum distributions (PMDs) of helium (He), neon (Ne) and argon (Ar) atoms driven by a linearly-polarized, visible (527 nm) or near-infrared (800 nm) laser pulse (20 optical cycles in duration), based on the time-dependent density functional theory (TDDFT) under the local density approximation with a self-interaction correction. A set of time-dependent Kohn-Sham equations for all electrons in an atom is numerically solved using the generalized pseudospectral method. An effect of the electron-electron interaction driven by a visible laser field is not recognizable in the He and Ne PMDs except for a reduction of the overall photoelectron yield, but there is a clear difference between the PMDs of an Ar atom calculated with the frozen-core approximation and the TDDFT, indicating an interference of its M-shell wavefunctions during the ionization. Furthermore, we find that the PMDs of degenerate p-states are well separated in intensity when driven by a near-infared laser field, so that the single-active-electron approximation can be adapted safely.