Shaving makes hair grow back thicker and coarser.
This one was technically debunked way back in 1928, but people still believe it. This is actually just an optical illusion. When hair grows back, it looks darker because it's perpendicular to your skin for a while until it's long enough to lay flat again. That makes it look coarser and thicker.