Definitely leave the leaves, they are the solar panels making the energy your plant needs to grow.
Less leaves = less energy being made = less growth.
It really is that simple!
Try and only ever remove yellow leaves, for by the time they are yellow, they have served their purpose.
Besides, removing healthy green leaves and forcing your plant to grow new healthy green leaves is rather pointless.
Hope this helps, Organoman.