This is a jukugo word that uses the on'yomi readings of the kanji. You didn't learn this reading for 渇 yet, so here's a mnemonic to help you:
If all of your plants are drying up you should just give them to your cats (かつ). Cats love to play with dried up plants. At least they won't go to waste.
The petroleum will dry up very soon.