Generally, if rates fall, bonds rise, so that yields stay equivalent to new debt. In other words, a bond with a higher yield than new debt looks under-priced and rises.
Also, stocks rise because lower rates are good for the economy.
So, bonds and stocks often move together, not contrary-wise.