We have screened phage display peptide libraries to select for peptides binding to various sized $TiO_2$ nanoparticles. Phage libraries displaying random 7mer, 12mer, and C-7-Cmer peptides were used for screening. The size of target $TiO_2$ particles used were 7 nm, 15 nm, and 25 nm in diameter. We could select peptides binding each nanoparticles from all 3 libraries. Their binding was confirmed by transmission electron microscopy (TEM). Each peptide investigated was also shown to bind the other sized particles, meaning that the binding was specific for the nature of the particle rather than for the size of it. One of the 7mer peptides (PEP9, SVSPISH) was chosen for further analysis. The binding was shown to be in a dose-dependent manner, suggesting a specific interaction.