Rockets are unguided missiles that difficult to aim and are best used against large, stationary or slow moving targets.
They have the advantage that they can't be spoofed - you can't distract a missile that has no sensors or AI, and they can contain larger warheads and be fired more frequently.
Rockets are also relatively cheap and easy to construct using minimum resources.