The explanation that most accurately correlates the behavior of fish inhabiting deeper waters during warmer periods of the day with the solubility of gases is:
Gases are more soluble at low temperatures.
This is because cooler waters can hold more dissolved oxygen and other gases, which is essential for fish and other aquatic life. As temperatures rise, gas solubility decreases, leading fish to seek deeper, cooler waters where gas levels are more favorable.