Anyone with a physics degree, or working in physics, can call him/herself a physicist.
However, titles like this are often dependent on the nature of your job and your employment. There are many physicists who are called "Engineers", because that is the title of the job they do at the place of employment. The same is true for engineers that take on the responsibility of a physicists. So very often, your employment dictates your official title.