Very strong smell: Bacteria and other germs can change the way semen smells. If semen has a foul and overpowering odor or gets worse with time, it may be a sign of an infection or sexually transmitted disease. Sweet smell: Normal semen can smell slightly sweet because of the fructose it contains.