Leiser finished fourth in 4 × 400 m relay at the 2004 World Indoor Championships, together with teammates Alain Rohr, Cédric El-Idrissi and Andreas Oggenfuss. Earlier, during the series, the same Swiss team had realised 3.04,09, a new national record.