Convergence of delta function in $L^{\varepsilon + 1/2}$

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I am currenly reading a paper which states (but does not prove) that any sequence of delta functions converges to zero in $L^{\varepsilon + 1/2}$ for $\varepsilon < 1/2$. Is there a good reference for reading up on this or is the proof obvious?