Time constant of LC circuit is 

For a L-C circuit resonant frequency is given by ${\mathrm{f}}_{\mathrm{s}}=\frac{1}{2\mathrm{\pi }\sqrt{\mathrm{LC}}}$

So the time constant of the LC circuit will be given by $2\mathrm{\pi }\sqrt{\mathrm{LC}}$