Asparagus can taste bitter when it's served raw, unseasoned, or overcooked. Boiling asparagus for a few minutes and then immediately rinsing with cold water will remove bitter flavors. Seasoning cooked asparagus with salt, pepper, herbs, and olive oil will also help.