Break the block below them, or remove the water source above them. They will pop off. Much quicker than mining them up :p
They are minable with any pick, but they have like 25F hardness. For comparison, Obsidian is 50F, Stone is 1.5F, Dispensers are 3.5F, Iron Ore is 3.0F.