Is being called skinny a derogatory remark?

Synonyms of the Word skinny tend to lean towards the Word being derogatory. Also skinny is correlated with eating disorders and being unhealthy.

The synonyms of skinny are: thin, scrawny, scraggy, bony, angular, rawboned, hollow-cheeked,gaunt, as thin as a rake, skin-and-bones, sticklike, emaciated,waiflike, skeletal, pinched, undernourished, underfed;