It absolutely was possible, although certainly not readily available.
Most notably the work of Russian chemist Sergei Mikhailovich Prokudin-Gorskii, who took absolutely stunning color photos around 1910.
https://commons.wikimedia.org/wiki/%D0%A1%D0%B5%D1%80%D0%B3%...