The statement is false.
The escape velocity from a planet is given by the expression
where G is the gravitational constant, M is the mass of object and r is the distance to center of the planet to the object.
We also have
, where g is acceleration due to gravity .
On substitution we will get
Escape velocity =

The escape velocity does not depend upon mass of object.
So the escape velocity is same for larger and smaller rockets.