In this paper, we introduce the concept of local Leray solutions starting from a locally square-integrable initial data to the fractional Navier-Stokes equations with s ∈ [3/4, 1). Furthermore, we prove its local in time existence when s ∈ (3/4, 1). In particular, if the locally square-integrable initial data vanishs at infinity, we show that the fractional Navier-Stokes equations admit a global-in-time local Leray solution when s ∈ [5/6, 1). For such local Leray solutions starting from locally square-integrable initial data vanishing at infinity, the singularity only occurs in BR(0) for some R.