From this answer:
Actually, in the case of lead, if the water were deep enough, the lead would sink to the point where its weight equals that of the water under pressure at depths. As lead will compress as well as the water, that may never happen, but for other objects and/or fluids it might.
Is there a depth where a block of lead (say a 1" cube at sea level) would just suspend in the water?