I tried harvesting them with my hand, shears, a hoe, and a create contraption and none worked :/

Demonstration video attached

that is not how desert turnips work, they are similar to melon blocks as in u can bonemeal them to full stage and then the plant will grow a turnip 1-2 blocks beneath it after an amount of time