Timber bead vs putty

My house, c1890 has newish timber windows with slim double glazing. Throughout are timber beads which just look awful. They're thick, proud of the frame, make the frame look too wide and are obvious from across the street! I can't afford new windows, is there any reason I can't remove the beading and replace with putty?