Penetrating fluid, vibration, time and heat is my order of attention with rusty parts.
Apply your favourite penetrating fluid, and tap the joint/connector lightly quite a few times. If that doesn't work, let it sit for a while (hours, day).
If it still doesn't budge, add heat. Get it hot...