Answer
Not necessarily.
Work Step by Step
Density is the ratio of mass to volume. Light molecules packed close together can result in
a material of higher density than heavier atoms that are packed rather loosely.
To cite a concrete example, the densest element is osmium but an atom of osmium weighs less than an atom of, say, uranium.