Step 1: Recall gas solubility principle.
- Solubility of gases in liquids generally decreases with rising temperature.
- Conversely, at lower temperatures, gases are more soluble.
Step 2: Apply to seawater.
- At lower seawater temperature, the absorption of CO$_2$ increases.
- This is why colder oceans (polar regions) absorb more CO$_2$ than warm tropical waters.
Final Answer:
\[
\boxed{\text{(B) Increases}}
\]