A fish attracting lamp with a removable spectrum converting device includes: a positioning unit for fixing the removable spectrum converting device to the fish attracting lamp; an optical element made of light transmitting material and positioned on the positioning unit of the fish attracting lamp; and a plurality of fluorescent particles disposed in the optical element. Part of the light emitted from the fish attracting lamp passes through the optical element and will change wavelength after passing through the fluorescent particles.