Nitrogen (N) deep placement has been found to reduce N leaching and increase N use efficiency in paddy fields.  However, relatively little is known how bacterial consortia, especially abundant and rare taxa, respond to N deep placement, which is critical for understanding the biodiversity and function of agricultural ecosystem.  In this study, Illumina sequencing and ecological models were conducted to examine the diversity patterns and underlying assembly mechanisms of abundant and rare taxa in rice rhizosphere soil under different N fertilization regimes at four rice growth stages in paddy fields.  The results showed that abundant and rare bacteria had distinct distribution patterns in rhizosphere samples.  Abundant bacteria showed ubiquitous distribution; while rare taxa exhibited uneven distribution across all samples.  Stochastic processes dominated community assembly of both abundant and rare bacteria, with dispersal limitation playing a more vital role in abundant bacteria, and undominated processes playing a more important role in rare bacteria.  The N deep placement was associated with a greater influence of dispersal limitation than the broadcast N fertilizer (BN) and no N fertilizer (NN) treatments in abundant and rare taxa of rhizosphere soil; while greater contributions from homogenizing dispersal were observed for BN and NN in rare taxa.  Network analysis indicated that abundant taxa with closer relationships were  usually more likely to occupy the central position of the network than rare taxa.  Nevertheless, most of the keystone species were rare taxa and might have played essential roles in maintaining the network stability.  Overall, these findings highlighted that the ecological mechanisms and co-occurrence patterns of abundant and rare bacteria in rhizosphere soil under N deep placement.