Atypical cells are cells that appear abnormal under a microscope but are not necessarily cancerous. They often deviate from the normal cellular architecture, size, shape, or color. The presence of atypical cells can indicate various conditions, ranging from inflammation and benign growths to pre-cancerous changes and malignancies.