Why does chemotherapy cause numbness on fingertips?

It depends. Numbness can be caused by many reasons. Some of the chemo drugs can cause peripheral neuropathy which can menifest as numbness and tingling, usually affecting both the toes and the fingers. It is usually progressive and can get worse with each treatment, so you should let your oncologist know about it and decide when to modify your treatment to prevent this problem from worsening.