Fibrillary glomerulonephritis is caused by excess proteins building up and causing swelling in the glomerulus, the structure that filters the blood and drains waste into the kidneys to leave the body as urine. The swelling can lead to damage of the the kidney's filtration system and eventually kidney disease.