We report the formation, through self-organization, of a two-dimensional assembly of crystalline silicon nanoparticles (SiNPs) made amphiphilic by attaching the long-chain fatty acid — Stearic Acid, at air-water interface. The bulk film of amphiphilized SiNP (ASiNP), floating on water surface, exhibits intense luminescence, under ultraviolet (UV) excitation, that can be viewed with the naked eye. A monolayer of ASiNP on water surface can be transferred horizontally onto any arbitrary substrate through a modified inverse Langmuir-Schaefer (MILS) deposition technique and it retains its luminescence. Brewster Angle Microscopy (BAM) of the film on water and Imaging Ellipsometry (IE) of transferred film show circular domains of diameter ∼ 100 μm, whereas Atomic Force Microscopy (AFM) of the latter show fractal patterns of height ∼ 1 nm and lateral size ∼ 10 nm, within these domains. Transmission electron microscopy (TEM) and the corresponding selected area electron diffraction (SAED) patterns reveal crystalline Si with very small sizes in the range of 2-10 nm having a lateral spread of several hundreds of nanometers. Spectroscopic investigations by UV-visible spectrometer of functionalized Si films reveals features that are very different from that of bulk Si and clearly bear signature of nanostructures. These thin films hold immense potential for applications in opto-electronic devices.