A new and distinct Lobularia cultivar named ‘DLOBRASTRM’ is disclosed, characterized by long lasting dark red-purple flowers, compact, semi-trailing and freely branching plant form. Plants have a long flowering period. The new variety is a Lobularia, normally produced as an outdoor garden or container plant.