One study found that taking anti-TNFs was linked to a lower risk of cancer than taking disease-modifying antirheumatic drugs alone. You might have a slightly higher chance of getting blood cancer, but not much. Researchers also checked the link between anti-TNFs and melanoma, the most lethal form of skin cancer. Once again, they found no connection.