There is (as yet) no medication available to combat the novel coronavirus. Paracetamol and ibuprofen will not cure the virus, but can help to reduce complaints, such as fever, sore throat and malaise. There is no proof that the use of paracetamol or ibuprofen (or diclofenac or naproxen, so-called NSAIDs) will make the illness caused by the virus worse.  The preferred choice is paracetamol, because it has the fewest side-effects.
Source: RIVM