This feature is available in Ultimate edition only.
Follow these steps to learn how to delete a budget associated with a project.
Select Portfolio > Planning > Budgets.
For the budget you want to delete, click the more-actions icon, and then click Delete Budget.
Click Delete in the confirmation dialog box.