How can I relieve calf tightness after a workout?

I'm dieting by walking on weekdays.

Maybe it's the weather, but the tightness in my calves feels much worse than usual.

How should I loosen it up? Just tapping it with my hands doesn't help at all.

Will it get better after doing foam roller stretching?

I'm more concerned because it's summer.