There are two types of cost in the budget view, an estimate of costs and actual expenditure. Estimates are entered as part of tasks and cannot be deleted – instead select them to open the the task and set the estimate to 0.

Actuals can be deleted by selecting the cost entry, selecting the Edit menu and pressing the “-” option.