speak to your doctor who could prescribe antibiotics. or if it is really irratating you they could give you an operation to get rid of it.
Where is the lump located?
Smoker? Chew tobacco products?
If it's under your tongue its probably a clogged salivary gland, or even simply a swollen lymph node (there are tons in our mouth, not just tonsils).