We establish a number of uncertainty inequalities for the additive group of a finite affine plane, showing that for $p$ prime, a nonzero function $f\colon\mathbb F_p^2\to\mathbb C$ and its Fourier transform $\hat f\colon\widehat{\mathbb F_p^2}\to\mathbb C$ cannot have small supports simultaneously. The "baseline" of our investigation is the well-known Meshulam's bound, which we sharpen, for the particular groups under consideration, taking into account not only the sizes of the support sets $\mathrm{supp}\,f$ and $\mathrm{supp}\,\hat f$, but also their structure. Our results imply in particular that, with some explicitly classified exceptions, one has $|\mathrm{supp}\,f||\mathrm{supp}\,\hat f|\ge3p(p-2)$; in comparison, the classical uncertainty inequality gives $|\mathrm{supp}\,f||\mathrm{supp}\,\hat f|\ge p^2$.