Yes, it is possible. Any native speaker would understand your intention. Jura and Tricia have given you the more usual methods of asking someone's preference.
What's your taste? Coffee or Tea?
What's to your taste? Coffee or Tea?
What do you have a taste for? Coffee or Tea?
taste....a preference or liking for
an acquired taste
a taste for sweets.
season to taste