  The Adimurthi-Druet [1] inequality is an improvement of the standard
Moser-Trudinger inequality by adding a $L^2$-type perturbation, quantified by
$\alpha\in [0,\lambda\_1)$, where $\lambda\_1$ is the first Dirichlet
eigenvalue of $\Delta$ on a smooth bounded domain. It is known [3,9,13,18] that
this inequality admits extremal functions, when the perturbation parameter
$\alpha$ is small. By contrast, we prove here that the Adimurthi-Druet
inequality does not admit any extremal, when the perturbation parameter
$\alpha$ approaches $\lambda\_1$. Our result is based on sharp expansions of
the Dirichlet energy for blowing sequences of solutions of the corresponding
Euler-Lagrange equation, which take into account the fact that the problem
becomes singular as $\alpha\to \lambda\_1$.
