Because you can physically see the object melting when it comes to the melting point. The objects texture, color, temperature, shape, and state of matter (solid, liquid, gas) are possibly changing. Especially the bolded changes are happening.
For example, in your question, your talking about ice. It changes its shape, state of matter, temperature, and texture.
