It is often a problem when using 16S rRNA bacterial universal primer sets (eg., 341F/531R and 515F/806R) to amplify bacterial community DNA. I almost always get PCR products for negative control, even though I use new Tag Master mixture, new H2O and new made primer solution. I run 35 cycles.