The reversibility of tear drop cells depends on the underlying cause. In conditions like megaloblastic anemia, appropriate treatment with vitamin B12 or folate can reduce the number of tear drop cells. However, in chronic conditions like myelofibrosis, the presence of these cells is usually persistent and may not be reversible.