The problem is that both the T- and Normal distribution methods require that the sample be drawn from a normal population (if the variance or standard deviation is known then we use the normal distribution method, if it is estimated from the sampel then we use the T-distribution method).

Without further information the normality or not of the population is an unknown so neither method strictly applicable.

If the sample does not look normal-ish I would use the bootstrap.

CB