In the course of trying to answer this question, I'll have to make a few assumptions or simplifications but the final numbers should give you an idea on how much fuel is needed.
Let's first assume we have a fusion reactor based on the D+T reaction running as this is the easiest fusion reaction to achieve (ITER is also aiming on that). To calculate the released energy per fusion reaction, we have to look at the masses. Let's first remind ourselves of the fusion reaction:
$$
\mathrm{D} + \mathrm{T} \rightarrow\ ^4\mathrm{He} + \mathrm{n}.
$$
The respective atomic masses are $m_\mathrm{D} = 2.0141u$, $m_\mathrm{T} = 3.016u$, $m_\mathrm{He} = 4.0026u$, and $m_\mathrm{n} = 1.008665u$ with $u=1.6605\cdot 10^{-27}\,\mathrm{kg}$. The right hand side of the reaction is missing the mass $\Delta m = 0.018835 u$ (this is the mass defect being a results of different binding energies per nucleon). The resulting energy released per fusion reaction can then be estimated to
$$
\Delta E = \Delta m c^2 \approx 2.815\cdot10^{-12}\,\mathrm{J}.
$$
To power a bright LED of $10\,\mathrm{W}$ would require
$10\,\frac{\mathrm{J}}{\mathrm{s}}/(\Delta E)\approx 3.6\cdot10^{12}$ fusion reactions per second. Note that $1\,\mathrm{kg}$ of pure deuterium would contain
$1\,\mathrm{kg}/m_{\mathrm{D}}\approx3\cdot10^{26}$
deuterium atoms and $1\,\mathrm{kg}$ of pure tritium would contain $1\,\mathrm{kg}/m_{\mathrm{T}}\approx2\cdot10^{26}$ tritium atoms. That means to power our LED for a full day, we require
$$
3.6\cdot10^{12}\frac{1}{\mathrm{s}}\cdot(3600\cdot24)\,\mathrm{s} \approx 3.1\cdot10^{17}
$$
fusion reactions. Since we need an equal amount of tritium and deuterium atoms for the fusion reactions, the fuel mixture has to be 50:50. Therefore, an amount of roughly
$\frac{3.1\cdot10^{17}}{3\cdot10^{26}}\approx1\,\mathrm{\mu g}$
of deuterium fuel and
$\frac{3.1\cdot10^{17}}{2\cdot10^{26}}\approx1.6\,\mathrm{\mu g}$ of tritium fuel is "burned" per day.
Scaling this up to a 1 GW power plant, results in a fuel demand of $150\,\mathrm{g}$ of tritium and $100\,\mathrm{g}$ of deuterium per day. This corresponds to 60 kg of tritium and 40 kg of deuterium per year.
Note: these are just some rough extrapolations, but you get the idea (and they should be correct to an order of magnitude).