We consider a fractional wave equation with a singular mass term depending on the position and prove that it has a very weak solution. Moreover, we show the uniqueness and consistency results in some appropriate sense. Numerical experiments show the appearance of a wall effect for the singular masses of the strength of \(\delta^2\).