That is false. Physical characteristics of an organism can be genetically passed down.
—Evidence—
An inherited trait is a feature or characteristic of an organism that has been passed on to it in its genes. This transmission of parental traits to their offspring always follows certain principles or laws. The study of how inherited traits are passed on is called genetics.