Lifting weights

Im 16 and am pretty skinny an want to start working out to build myself up. The easiest way to do this seems to be lifting weights. However ive been told this is not healthy during puberty as it stunts growth.
Is this true?
Also I have only 3kg dumbells, will these work?
Best excerises?